{"id":"W4313815570","doi":"10.1192/bja.2022.62","title":"The devil is in the detail: a critique of nine editorials published by the International Task Force on Benzodiazepines","year":2023,"lang":"en","type":"article","venue":"BJPsych Advances","topic":"Gastroesophageal reflux and treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"National Institutes of Health; National Institute for Health and Care Excellence","keywords":"Task force; Panic disorder; Anxiety; Psychology; Task (project management); Psychiatry; Panic; Psychotherapist; Clinical psychology; Political science; Management","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":[0.09763709,0.00192563,0.002816988,0.007836456,0.008067618,0.01688881,0.007036534,0.03514795,0.004113133],"category_scores_gemma":[0.3861831,0.001885091,0.004283896,0.004182725,0.01256376,0.00974327,0.004960239,0.04548348,0.004383937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008581229,"about_ca_system_score_gemma":0.01746028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00758466,"about_ca_topic_score_gemma":0.01252448,"domain_scores_codex":[0.9099375,0.02155138,0.01683339,0.008054283,0.03999304,0.003630443],"domain_scores_gemma":[0.5547149,0.2607803,0.0274053,0.00842869,0.1364294,0.01224134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003768873,0.000008187993,0.0001141311,0.0005708955,0.00005884744,0.0001374336,0.0004661262,0.00002444017,0.00006282573,0.001951694,0.9903984,0.006169303],"study_design_scores_gemma":[0.000081677,0.00002747721,0.0005201212,0.003411038,0.0001526668,0.000281295,0.0006037713,0.00008843814,0.0001864589,0.004028068,0.9905397,0.0000792715],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00009988852,0.01013418,0.0002208301,0.6299009,0.3586102,0.00001791383,0.00005308881,0.00002985987,0.0009330951],"genre_scores_gemma":[0.002204417,0.006561051,0.0006167906,0.5830634,0.4054453,0.00006360356,0.00003398235,0.0001208586,0.001890692],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09763709,"threshold_uncertainty_score":0.5163604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01308303187005911,"score_gpt":0.3382954785667943,"score_spread":0.3252124466967352,"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."}}