{"id":"W3017041116","doi":"10.1097/02024458-201302000-00011","title":"A POPULATION BASED COHORT STUDY OF ANXIETY, DEPRESSION, SLEEP AND ALCOHOL OUTCOMES AMONG BENZODIAZEPINE AND Z-HYPNOTIC USERS","year":2013,"lang":"en","type":"article","venue":"The Canadian Journal of Addiction","topic":"Sleep and related disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anxiety; Psychiatry; Depression (economics); Benzodiazepine; Cohort; Addiction; Hypnotic; Population; Medicine; Zolpidem; Anti-Anxiety Agents; Psychology; Clinical psychology; Insomnia; Environmental health; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000564537,0.0004831455,0.000538995,0.0010516,0.001325023,0.001092454,0.0005399702,0.001028623,0.003070924],"category_scores_gemma":[0.00104802,0.001078407,0.001179784,0.001788012,0.0003229746,0.001057843,0.000750458,0.001562787,0.001150878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005998756,"about_ca_system_score_gemma":0.0006232493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05004273,"about_ca_topic_score_gemma":0.0511645,"domain_scores_codex":[0.9995657,0.00009962697,0.00004602109,0.0001108535,0.00007749055,0.0001003596],"domain_scores_gemma":[0.9993737,0.00005984915,0.0001513231,0.00008068312,0.0001249222,0.000209453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000350538,0.0002921949,0.9973845,0.00001155973,0.0002182582,0.0001666336,0.0002386782,0.00001481486,0.0003613921,0.00001423483,0.0002953833,0.0006519878],"study_design_scores_gemma":[0.00004441184,0.0002605611,0.9986665,0.000004738492,0.00008573573,0.0001446114,0.0004941645,0.00006375478,0.00002671934,0.000009529954,0.0001920667,0.000007171229],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980633,0.00009887286,0.0000767901,0.00004250511,0.00002020914,0.00003932699,0.001261168,0.00000475979,0.0003931136],"genre_scores_gemma":[0.9963805,0.0001597126,0.0001692684,0.0001406509,0.00002248919,0.00007767873,0.001492567,0.000006781604,0.001550453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05004273,"threshold_uncertainty_score":0.09950286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01023411195523569,"score_gpt":0.2456730688196176,"score_spread":0.235438956864382,"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."}}