{"id":"W4225774171","doi":"10.1126/sciadv.abl6989","title":"Trips and neurotransmitters: Discovering principled patterns across 6850 hallucinogenic experiences","year":2022,"lang":"en","type":"article","venue":"Science Advances","topic":"Psychedelics and Drug Studies","field":"Psychology","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Mila - Quebec Artificial Intelligence Institute; Montreal Neurological Institute and Hospital","funders":"National Institute on Aging","keywords":"Neuroscience; Sensory system; Association (psychology); Neurotransmitter receptor; Psychology; Hallucinogen; Consciousness; Biology; Cognitive psychology; Receptor; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002868267,0.0001577019,0.0001732814,0.001072741,0.0003096484,0.0009390975,0.0002499934,0.000221144,0.002491951],"category_scores_gemma":[0.002157728,0.0001263243,0.0003021951,0.0007365851,0.001028956,0.001070336,0.0008195927,0.000458163,0.0002634666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003082193,"about_ca_system_score_gemma":0.0002529701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001547862,"about_ca_topic_score_gemma":0.002287464,"domain_scores_codex":[0.9998112,0.00004879158,0.000009718621,0.00007060149,0.00003615472,0.00002355829],"domain_scores_gemma":[0.9993446,0.0003545549,0.00009170911,0.0001053246,0.00006113299,0.00004266249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000861357,0.0002267544,0.2909022,0.0005917164,0.000316425,0.001036923,0.01553862,0.008534374,0.2295204,0.05228714,0.002228532,0.3979557],"study_design_scores_gemma":[0.00003217291,0.0002782924,0.7370483,0.00006997571,0.0001455018,0.001227528,0.008712065,0.09530706,0.02017747,0.1283604,0.00855003,0.00009124464],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9384007,0.0002215219,0.0542505,0.0003154529,0.000008787921,0.00003704754,0.0006614974,0.0001722032,0.005932152],"genre_scores_gemma":[0.9887006,0.00008915508,0.01045862,0.00002403307,0.000004444306,0.00001760435,0.0002467237,0.00002346086,0.0004353503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002491951,"threshold_uncertainty_score":0.008336425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03154504826589925,"score_gpt":0.3649490154820558,"score_spread":0.3334039672161566,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}