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    Cannabis:

    Article Title: What's new on the market? Combining internet traces and pretrained language models to recognize emerging drug names.
    Article Snippet: .. Monitoring periods Remaining terms Known drug names Misspellings False positives Unclear Potential candidates 25.03.2025 – 30.04.2025 1750 867 214 611 51 7 24.04.2025 – 31.05.2025 856 408 112 285 48 3 25.05.2025 – 30.06.2025 599 281 79 217 20 2 Table A1 (continued ) Forum Sections Nitrous Oxide, Ketamine, Morphine, Cactus Growing, LSA seeds, GHB addiction, PCP, Ethnobotanicals, Strains & Breeding, Coffeeshops, Cannabis growing, Ecstasy & MDMA, Downers addiction, Cactus Extraction, Branded RCs., Methamphetamine, Benzodiazepines, Dissociatives, LSD, Adderall, Antidepressants, Dissociative RCs, Research Chemicals, Cannabis addiction, Salvia Growing, Magic Mushroom hunting, Iboga & Ibogaine, Psychoactive Supplements, Magic Mushrooms (Psilocybe & Amanita), Methamphetamine addiction, Mushroom growing, Salvia divinorum, Downers and sleeping pills, Hydromorphone, Opioid RCs Reddit /r/Drugs, /r/researchchemicals Table A2 Drug named entity annotation guidelines with examples Classes Criteria Examples Annotated as a drug named entity Specific drug names Cocaine, Acetaminophen Chemical names 3,4-Methylenedioxymethamphetamine Abbreviations E for ecstasy, OC for oxycodone Slang words Molly Misspellings Cocane (cocaine) Pill imprints GG 249 Additional chemical terms Cocaine HCL Isomers S-ketamine, Racemic ketamine Terms indicating release mechanisms Morphine ER, IR or XR Variants Fish scale cocaine Cannabis strains Wedding Cake Commercial (brand) medication names Tylenol, Viagra Steroids Testosterone Psychoactive plants or flowers Salvia, Morning Glory, Peyote Psychoactive decoctions or beverages Ayahuasca, Purple drank Not annotated as a drug named entity Specific licit and widely used drugs Specifically alcohol, nicotine, caffeine and related terms (e.g., vodka, coffee, cigarettes, etc.) .. Pharmaceutical companies Pfizer Natural compounds in the human body Serotonin, Dopamine Parts of plants Leaf, Roots, Seeds, Spore Drug paraphernalia Bongs, Pipes, Spoons Pharmacologically inactive substances used a cutting agents Lactose Ambiguous terms (depends on the context) Annotated when it refers to a specific substance Colors Annotated: Pink cocaine, Blues Not annotated: Yellow pills; when color is a broad characteristic Broad substance categories Annotated: Amphetamine, when it denotes a specific substance Not annotated: Benzodiazepines Drug forms Annotated: Shatter, Crystal meth Not annotated: Weed shatter, Mdma crystals; only weed and Mdma were annotated Geographic regions Annotated: Syrian Rue, China White Not annotated: Afghan hero; only hero is annotated Vendors initials Annotated: I bought some TAs yesterday Not annotated: TA ship rapidly, refers to a vendor Visual features such as the artwork on LSD blotters or logos on ecstasy pills Annotated: These punishers were good Not annotated: These ecstasy with a punisher stamp Drug precursors, reagents or solvents Annotated: Huffing ether last night for a good buzz Not annotated: Washing the final yield with ether Emoji: Very few emojis were observed in user posts on drug-related forums.

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    Article Title: What's new on the market? Combining internet traces and pretrained language models to recognize emerging drug names.
    Article Snippet: .. Monitoring periods Remaining terms Known drug names Misspellings False positives Unclear Potential candidates 25.03.2025 – 30.04.2025 1750 867 214 611 51 7 24.04.2025 – 31.05.2025 856 408 112 285 48 3 25.05.2025 – 30.06.2025 599 281 79 217 20 2 Table A1 (continued ) Forum Sections Nitrous Oxide, Ketamine, Morphine, Cactus Growing, LSA seeds, GHB addiction, PCP, Ethnobotanicals, Strains & Breeding, Coffeeshops, Cannabis growing, Ecstasy & MDMA, Downers addiction, Cactus Extraction, Branded RCs., Methamphetamine, Benzodiazepines, Dissociatives, LSD, Adderall, Antidepressants, Dissociative RCs, Research Chemicals, Cannabis addiction, Salvia Growing, Magic Mushroom hunting, Iboga & Ibogaine, Psychoactive Supplements, Magic Mushrooms (Psilocybe & Amanita), Methamphetamine addiction, Mushroom growing, Salvia divinorum, Downers and sleeping pills, Hydromorphone, Opioid RCs Reddit /r/Drugs, /r/researchchemicals Table A2 Drug named entity annotation guidelines with examples Classes Criteria Examples Annotated as a drug named entity Specific drug names Cocaine, Acetaminophen Chemical names 3,4-Methylenedioxymethamphetamine Abbreviations E for ecstasy, OC for oxycodone Slang words Molly Misspellings Cocane (cocaine) Pill imprints GG 249 Additional chemical terms Cocaine HCL Isomers S-ketamine, Racemic ketamine Terms indicating release mechanisms Morphine ER, IR or XR Variants Fish scale cocaine Cannabis strains Wedding Cake Commercial (brand) medication names Tylenol, Viagra Steroids Testosterone Psychoactive plants or flowers Salvia, Morning Glory, Peyote Psychoactive decoctions or beverages Ayahuasca, Purple drank Not annotated as a drug named entity Specific licit and widely used drugs Specifically alcohol, nicotine, caffeine and related terms (e.g., vodka, coffee, cigarettes, etc.) .. Pharmaceutical companies Pfizer Natural compounds in the human body Serotonin, Dopamine Parts of plants Leaf, Roots, Seeds, Spore Drug paraphernalia Bongs, Pipes, Spoons Pharmacologically inactive substances used a cutting agents Lactose Ambiguous terms (depends on the context) Annotated when it refers to a specific substance Colors Annotated: Pink cocaine, Blues Not annotated: Yellow pills; when color is a broad characteristic Broad substance categories Annotated: Amphetamine, when it denotes a specific substance Not annotated: Benzodiazepines Drug forms Annotated: Shatter, Crystal meth Not annotated: Weed shatter, Mdma crystals; only weed and Mdma were annotated Geographic regions Annotated: Syrian Rue, China White Not annotated: Afghan hero; only hero is annotated Vendors initials Annotated: I bought some TAs yesterday Not annotated: TA ship rapidly, refers to a vendor Visual features such as the artwork on LSD blotters or logos on ecstasy pills Annotated: These punishers were good Not annotated: These ecstasy with a punisher stamp Drug precursors, reagents or solvents Annotated: Huffing ether last night for a good buzz Not annotated: Washing the final yield with ether Emoji: Very few emojis were observed in user posts on drug-related forums.

    Food & Beverages:

    Article Title: What's new on the market? Combining internet traces and pretrained language models to recognize emerging drug names.
    Article Snippet: .. Monitoring periods Remaining terms Known drug names Misspellings False positives Unclear Potential candidates 25.03.2025 – 30.04.2025 1750 867 214 611 51 7 24.04.2025 – 31.05.2025 856 408 112 285 48 3 25.05.2025 – 30.06.2025 599 281 79 217 20 2 Table A1 (continued ) Forum Sections Nitrous Oxide, Ketamine, Morphine, Cactus Growing, LSA seeds, GHB addiction, PCP, Ethnobotanicals, Strains & Breeding, Coffeeshops, Cannabis growing, Ecstasy & MDMA, Downers addiction, Cactus Extraction, Branded RCs., Methamphetamine, Benzodiazepines, Dissociatives, LSD, Adderall, Antidepressants, Dissociative RCs, Research Chemicals, Cannabis addiction, Salvia Growing, Magic Mushroom hunting, Iboga & Ibogaine, Psychoactive Supplements, Magic Mushrooms (Psilocybe & Amanita), Methamphetamine addiction, Mushroom growing, Salvia divinorum, Downers and sleeping pills, Hydromorphone, Opioid RCs Reddit /r/Drugs, /r/researchchemicals Table A2 Drug named entity annotation guidelines with examples Classes Criteria Examples Annotated as a drug named entity Specific drug names Cocaine, Acetaminophen Chemical names 3,4-Methylenedioxymethamphetamine Abbreviations E for ecstasy, OC for oxycodone Slang words Molly Misspellings Cocane (cocaine) Pill imprints GG 249 Additional chemical terms Cocaine HCL Isomers S-ketamine, Racemic ketamine Terms indicating release mechanisms Morphine ER, IR or XR Variants Fish scale cocaine Cannabis strains Wedding Cake Commercial (brand) medication names Tylenol, Viagra Steroids Testosterone Psychoactive plants or flowers Salvia, Morning Glory, Peyote Psychoactive decoctions or beverages Ayahuasca, Purple drank Not annotated as a drug named entity Specific licit and widely used drugs Specifically alcohol, nicotine, caffeine and related terms (e.g., vodka, coffee, cigarettes, etc.) .. Pharmaceutical companies Pfizer Natural compounds in the human body Serotonin, Dopamine Parts of plants Leaf, Roots, Seeds, Spore Drug paraphernalia Bongs, Pipes, Spoons Pharmacologically inactive substances used a cutting agents Lactose Ambiguous terms (depends on the context) Annotated when it refers to a specific substance Colors Annotated: Pink cocaine, Blues Not annotated: Yellow pills; when color is a broad characteristic Broad substance categories Annotated: Amphetamine, when it denotes a specific substance Not annotated: Benzodiazepines Drug forms Annotated: Shatter, Crystal meth Not annotated: Weed shatter, Mdma crystals; only weed and Mdma were annotated Geographic regions Annotated: Syrian Rue, China White Not annotated: Afghan hero; only hero is annotated Vendors initials Annotated: I bought some TAs yesterday Not annotated: TA ship rapidly, refers to a vendor Visual features such as the artwork on LSD blotters or logos on ecstasy pills Annotated: These punishers were good Not annotated: These ecstasy with a punisher stamp Drug precursors, reagents or solvents Annotated: Huffing ether last night for a good buzz Not annotated: Washing the final yield with ether Emoji: Very few emojis were observed in user posts on drug-related forums.



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