{"id":"W2176529280","doi":"10.1111/jep.12468","title":"Double checking: a second look","year":2015,"lang":"en","type":"article","venue":"Journal of Evaluation in Clinical Practice","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Institute of Population and Public Health; University of Ottawa","funders":"Technical Standards and Safety Authority; University of Ottawa","keywords":"Computer science; Process (computing); Conceptualization; Artificial intelligence; Programming language","routes":{"ca_aff":true,"ca_fund":true,"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":[0.06699897,0.001046893,0.001062891,0.002437019,0.006571567,0.006983424,0.003632342,0.007928586,0.03484331],"category_scores_gemma":[0.1063499,0.001109163,0.002093046,0.001132651,0.01530897,0.01437252,0.01063009,0.009590547,0.005518083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006525728,"about_ca_system_score_gemma":0.02372899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002637661,"about_ca_topic_score_gemma":0.005716625,"domain_scores_codex":[0.9495309,0.03543549,0.002752082,0.003225379,0.006986867,0.002069283],"domain_scores_gemma":[0.9106918,0.04603631,0.005596329,0.01251398,0.01924144,0.005920146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001412771,0.000829077,0.008090875,0.01267256,0.00009074018,0.003729675,0.1665861,0.0002958038,0.004661294,0.2975632,0.1554306,0.3486373],"study_design_scores_gemma":[0.0004843334,0.001383467,0.003516323,0.03246923,0.0002132924,0.007761287,0.1490595,0.0009749779,0.005337272,0.1146605,0.6838791,0.0002607347],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.08716737,0.01729172,0.2084015,0.4170096,0.01955457,0.02302729,0.001172182,0.001295485,0.2250803],"genre_scores_gemma":[0.429669,0.01003103,0.2052346,0.2201377,0.002078252,0.03032513,0.0006382172,0.0009577738,0.1009283],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06699897,"threshold_uncertainty_score":0.3543287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5403514483449272,"score_gpt":0.6515910852533384,"score_spread":0.1112396369084112,"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."}}