{"id":"W2342580245","doi":"10.1017/s2045796016000032","title":"Discontinuing benzodiazepines: best practices","year":2016,"lang":"en","type":"article","venue":"Epidemiology and Psychiatric Sciences","topic":"Sleep and related disorders","field":"Psychology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Discontinuation; Medicine; Psychological intervention; Critical appraisal; Systematic review; Agency (philosophy); Intervention (counseling); Psychiatry; Psychology; MEDLINE; Alternative medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0029219,0.0001634695,0.0002876242,0.0002086387,0.0005111929,0.00001314612,0.0003043228,0.0002365609,0.0009757399],"category_scores_gemma":[0.00202134,0.00008544684,0.00007474884,0.000456314,0.001130519,0.0002365918,0.00006134225,0.0001572955,0.000532396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005528935,"about_ca_system_score_gemma":0.00003313863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003933861,"about_ca_topic_score_gemma":0.00006884976,"domain_scores_codex":[0.9976397,0.0006400974,0.000423946,0.0006469666,0.0000818981,0.0005673477],"domain_scores_gemma":[0.9951003,0.003971552,0.0005583674,0.0002191733,0.00002071464,0.0001299342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004370806,0.0001211399,0.7236065,0.000004465757,0.0001076787,0.000003197941,0.0005314209,0.000001715329,0.00001947376,0.09191237,0.01496477,0.1686835],"study_design_scores_gemma":[0.005341653,0.002306795,0.447926,0.0001606415,0.0005895344,0.0004348148,0.0121294,0.00008646846,0.000009913387,0.3025088,0.2270876,0.001418292],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6845109,0.04854047,0.001622287,0.06232577,0.005965487,0.0002343504,0.000007578837,0.000109912,0.1966833],"genre_scores_gemma":[0.9864976,0.003519485,0.002048483,0.002055443,0.0005323935,0.00003381384,0.000001132951,0.00001050325,0.005301163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3019867,"threshold_uncertainty_score":0.9999375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09504400559829247,"score_gpt":0.4071698694843626,"score_spread":0.3121258638860701,"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."}}