{"id":"W2126872415","doi":"10.1503/cmaj.110448","title":"How important is it to identify avoidable hospital readmissions with certainty?","year":2011,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certainty; Medicine; Health care; Nursing; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01017616,0.0006714009,0.00186036,0.001989013,0.002697619,0.0032781,0.002328805,0.02448685,0.008445795],"category_scores_gemma":[0.1213363,0.0006992712,0.001031115,0.001316898,0.00230146,0.005594398,0.001343703,0.02729408,0.006454313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006028528,"about_ca_system_score_gemma":0.005812758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02278727,"about_ca_topic_score_gemma":0.03393253,"domain_scores_codex":[0.990927,0.003955149,0.001362626,0.0008147811,0.002295115,0.0006453574],"domain_scores_gemma":[0.9307194,0.0443389,0.003224361,0.001284563,0.01531186,0.005121009],"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":[0.000126096,0.00004332652,0.003222786,0.000309302,0.00005001813,0.0008027192,0.0001258924,0.0001696909,0.0001256083,0.002104736,0.9288155,0.06410417],"study_design_scores_gemma":[0.0009474827,0.0003855279,0.02122249,0.01020504,0.0004099237,0.01072732,0.001961789,0.005256734,0.0009558692,0.08392321,0.8635144,0.0004902426],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001761187,0.00221705,0.0001373437,0.9927344,0.003598328,0.000005822094,0.00006040274,0.00001083274,0.001059619],"genre_scores_gemma":[0.01244705,0.00963317,0.001556701,0.9010387,0.07328521,0.00005201847,0.000160776,0.00002877767,0.001797631],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02448685,"threshold_uncertainty_score":0.05381733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01538032939434724,"score_gpt":0.2607249782006306,"score_spread":0.2453446488062833,"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."}}