{"id":"W1648141552","doi":"10.1016/j.euroneuro.2015.08.019","title":"A review of the current nomenclature for psychotropic agents and an introduction to the Neuroscience-based Nomenclature","year":2015,"lang":"en","type":"review","venue":"European Neuropsychopharmacology","topic":"Treatment of Major Depression","field":"Medicine","cited_by":182,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"H. Lundbeck A/S; Janssen Pharmaceuticals; European College of Neuropsychopharmacology; Otsuka Pharmaceutical; Astellas Pharma; National Institute for Health and Care Research","keywords":"Nomenclature; Action (physics); Psychotropic drug; Neuroscience; Computer science; Medicine; Psychology; Drug; Psychiatry; Biology; Taxonomy (biology)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008306913,0.0005919199,0.001293985,0.0002177251,0.0001579483,0.00002834187,0.0008989478,0.00009585227,0.00003468562],"category_scores_gemma":[0.0002507167,0.0002995196,0.0004318783,0.0008682841,0.0002150023,0.00006543249,0.0002249305,0.001105061,0.000018693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009196372,"about_ca_system_score_gemma":0.0002722881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.46488e-7,"about_ca_topic_score_gemma":3.335068e-7,"domain_scores_codex":[0.9953171,0.001883437,0.000804655,0.001156218,0.000429361,0.0004092224],"domain_scores_gemma":[0.9972293,0.00009365594,0.0007208105,0.001371832,0.0002275505,0.000356802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000113135,0.0002615302,0.000004822778,0.0186197,0.00002892087,0.00001002994,0.00003150279,0.000001092385,0.00007009349,0.000009190159,0.3927831,0.5880669],"study_design_scores_gemma":[0.001179453,0.0009848381,0.0005761694,0.01194147,0.001900035,0.0001121943,6.406564e-7,0.000006136717,8.725167e-7,0.000006995375,0.9830793,0.0002119018],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001032094,0.9693301,0.00002241892,0.01411183,0.009372014,0.006610722,0.0001059221,0.00008104638,0.0002627216],"genre_scores_gemma":[0.00001626559,0.9798788,0.0001164029,0.01385696,0.00531288,0.000263254,0.00007653971,0.0001723345,0.0003065643],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5902961,"threshold_uncertainty_score":0.9999457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08539076701900157,"score_gpt":0.433221030321434,"score_spread":0.3478302633024324,"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."}}