{"id":"W2522476758","doi":"10.15406/jpcpy.2016.06.00368","title":"Zopiclone use with Depressed Patients","year":2016,"lang":"en","type":"article","venue":"Journal of Psychology & Clinical Psychiatry","topic":"Treatment of Major Depression","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Zopiclone; Social psychiatry; Psychology; Health psychology; Psychiatry; Clinical psychology; Psychotherapist; Medicine; Public health; Insomnia; Mental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004743237,0.0002166643,0.0006889239,0.0001709675,0.00004380121,0.00001107764,0.0002199589,0.0003251318,0.0002551817],"category_scores_gemma":[0.0004744983,0.0001041054,0.0003612399,0.0001332034,0.0002571685,0.0002590496,0.00003135529,0.0005280039,0.0001050027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003135731,"about_ca_system_score_gemma":0.0001529671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001119968,"about_ca_topic_score_gemma":0.000004707367,"domain_scores_codex":[0.9973685,0.0002210223,0.001299617,0.0003591575,0.000457491,0.0002942802],"domain_scores_gemma":[0.9971643,0.000474236,0.0009586358,0.0006179472,0.00036415,0.0004206946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006189595,0.003701936,0.9264072,0.00001000527,0.0004807504,0.0000869807,0.000008270842,1.400981e-7,0.0002677687,0.00003896464,0.04084674,0.0219617],"study_design_scores_gemma":[0.02725929,0.00714056,0.951722,0.0005390835,0.0004791738,0.00034413,0.000005989253,2.065586e-7,0.00003022315,0.0004601182,0.01189611,0.0001230683],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745561,0.0002935134,0.0009478895,0.01960234,0.00368306,0.0002147731,0.000006182533,0.0000305713,0.0006655868],"genre_scores_gemma":[0.9708442,0.0003688799,0.02194944,0.005029891,0.001146849,0.000003045536,0.000002413836,0.00004414239,0.0006111383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02895063,"threshold_uncertainty_score":0.4245296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05312398085069845,"score_gpt":0.4076107465934784,"score_spread":0.3544867657427799,"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."}}