{"id":"W4390957117","doi":"10.5334/ijic.icic23534","title":"Improving Diagnostic Safety through Integrated Care","year":2023,"lang":"en","type":"article","venue":"International Journal of Integrated Care","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto East General Hospital","funders":"","keywords":"Health care; Patient safety; Context (archaeology); Diagnostic test; Medicine; Medical emergency; Risk analysis (engineering); Pediatrics; Political science","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":[0.02655721,0.00135305,0.000618276,0.001875683,0.004071887,0.007727626,0.005319795,0.004376314,0.02991007],"category_scores_gemma":[0.04880361,0.000582977,0.001940227,0.0008792321,0.003846888,0.008614281,0.02603412,0.01012478,0.006552937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005558556,"about_ca_system_score_gemma":0.0227912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001347904,"about_ca_topic_score_gemma":0.001860648,"domain_scores_codex":[0.9791079,0.01065208,0.000976161,0.00148479,0.004962792,0.002816288],"domain_scores_gemma":[0.9702839,0.0116231,0.002356187,0.001715612,0.005184523,0.008836768],"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":[0.0002211437,0.001455905,0.004942101,0.002048624,0.0001001863,0.0006461345,0.01693952,0.003023357,0.001372324,0.05571692,0.3024061,0.6111278],"study_design_scores_gemma":[0.0002911549,0.00125836,0.005271919,0.006962066,0.0001288445,0.001196703,0.02094263,0.006353716,0.002633536,0.1655565,0.7892186,0.0001860072],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.03334706,0.008931228,0.157523,0.5297225,0.01004946,0.003024122,0.0005764585,0.003330547,0.2534956],"genre_scores_gemma":[0.5251312,0.02346697,0.2579437,0.1179959,0.007417258,0.004176502,0.001891284,0.0007326147,0.06124463],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02991007,"threshold_uncertainty_score":0.1404497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01817632925709825,"score_gpt":0.3394153191695875,"score_spread":0.3212389899124892,"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."}}