{"id":"W4411710485","doi":"10.1097/gh9.0000000000000580","title":"Benzodiazepine dependency: a growing public health concern","year":2025,"lang":"en","type":"article","venue":"International Journal of Surgery Global Health","topic":"Alcoholism and Thiamine Deficiency","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Dependency (UML); Benzodiazepine; Public health; Medicine; Psychology; Computer science; Nursing; Internal medicine; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005496846,0.0003539984,0.0006375378,0.001014553,0.0009242182,0.001235368,0.000554399,0.002671823,0.02795413],"category_scores_gemma":[0.002093049,0.0001560557,0.0004203107,0.001319106,0.0006723256,0.00141453,0.0009171605,0.003715393,0.00345927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001109617,"about_ca_system_score_gemma":0.001634561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005680114,"about_ca_topic_score_gemma":0.008621447,"domain_scores_codex":[0.9993405,0.0001596544,0.0000450124,0.0001017277,0.000250384,0.0001027049],"domain_scores_gemma":[0.9969456,0.0008269765,0.0007504852,0.00004478786,0.0007243493,0.0007077743],"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":[0.0001372806,0.0001936564,0.03523167,0.003163956,0.0001015752,0.004802155,0.0007050529,0.0001765855,0.0005918539,0.007308549,0.6123557,0.3352319],"study_design_scores_gemma":[0.00005034852,0.0002254111,0.07694818,0.008160845,0.0001383145,0.02589312,0.004614381,0.0004312268,0.000196772,0.008234128,0.8750277,0.0000796092],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03230732,0.5053721,0.001117178,0.4092379,0.00773405,0.0000581982,0.002787166,0.0002301816,0.04115595],"genre_scores_gemma":[0.1799066,0.6664487,0.001544571,0.116321,0.02035351,0.0000558549,0.001958189,0.0001082071,0.01330343],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02795413,"threshold_uncertainty_score":0.09351587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09444259471372574,"score_gpt":0.4189200816768555,"score_spread":0.3244774869631297,"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."}}