{"id":"W2581877422","doi":"10.1016/s1553-7250(07)33049-3","title":"Look-Alike, Sound-Alike Medication Names","year":2007,"lang":"en","type":"article","venue":"The Joint Commission Journal on Quality and Patient Safety","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Patient Safety Institute","funders":"","keywords":"Staffing; Multidisciplinary approach; Welfare; Process (computing); Psychology; Medicine; Operations management; Nursing; Actuarial science; Management science; Computer science; Business; Economics","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":[0.002740963,0.0004109714,0.0004452488,0.001155974,0.002803518,0.004947981,0.0008535832,0.002588891,0.03113327],"category_scores_gemma":[0.02691881,0.0003553807,0.0005074223,0.001165114,0.003408484,0.00625623,0.002157756,0.002795256,0.01094041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009069766,"about_ca_system_score_gemma":0.001600835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000677836,"about_ca_topic_score_gemma":0.001554537,"domain_scores_codex":[0.9940347,0.002268798,0.0007286323,0.0004399586,0.002109454,0.0004184223],"domain_scores_gemma":[0.9875968,0.004118839,0.001624668,0.002595501,0.003101926,0.0009622257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000869763,0.0001957741,0.007921899,0.0003862989,0.00005238992,0.001575443,0.008651083,0.0004830466,0.009200968,0.5264828,0.191652,0.2525287],"study_design_scores_gemma":[0.00007655509,0.000409496,0.005726417,0.000338531,0.00008094493,0.00469368,0.00883239,0.001393758,0.006789903,0.1297403,0.8417304,0.0001875644],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.06552345,0.003796553,0.1138211,0.06027365,0.01639297,0.0003756701,0.001153098,0.002661404,0.7360021],"genre_scores_gemma":[0.6501949,0.002014671,0.08489954,0.02614546,0.002577313,0.0001748547,0.0005428538,0.001400354,0.23205],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.03113327,"threshold_uncertainty_score":0.1041511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1328299885434933,"score_gpt":0.4283688508757832,"score_spread":0.2955388623322899,"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."}}