{"id":"W2418647770","doi":"10.1016/s1553-7250(05)31022-1","title":"A Systems Approach to Identifying Inappropriate Use of Controlled Substances: The Need for Balance","year":2005,"lang":"en","type":"article","venue":"The Joint Commission Journal on Quality and Patient Safety","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Purdue Pharma (Canada)","funders":"","keywords":"Health care; Pharmacy; Balance (ability); Medical emergency; Coding (social sciences); Medicine; Nursing; Risk analysis (engineering); Business","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":[0.1470203,0.002522953,0.005621241,0.0127528,0.01061648,0.04015154,0.006537078,0.01197277,0.008478679],"category_scores_gemma":[0.2700624,0.002248932,0.0024294,0.005368707,0.0160056,0.028922,0.01765011,0.01417368,0.001333705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02496744,"about_ca_system_score_gemma":0.04395947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03025683,"about_ca_topic_score_gemma":0.04123831,"domain_scores_codex":[0.8104453,0.1126702,0.01538702,0.008821583,0.04886436,0.003811616],"domain_scores_gemma":[0.6707886,0.23816,0.01621668,0.008250053,0.05800306,0.008581579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001492459,0.001866523,0.07498132,0.004358549,0.004261055,0.0006070519,0.0204415,0.03092819,0.002326081,0.2759304,0.04097864,0.5418284],"study_design_scores_gemma":[0.001228649,0.002302752,0.02593909,0.009695504,0.001471311,0.0008032502,0.02509254,0.114116,0.002314019,0.7377914,0.07847311,0.0007723412],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03868809,0.01004379,0.3482278,0.5290257,0.004152263,0.002052396,0.0004832774,0.0008726664,0.06645399],"genre_scores_gemma":[0.7029086,0.004924105,0.2335563,0.04792709,0.004384065,0.002774144,0.0002554629,0.0002778299,0.002992317],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1470203,"threshold_uncertainty_score":0.7775267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1252165509951811,"score_gpt":0.3354457255874726,"score_spread":0.2102291745922915,"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."}}