{"id":"W4210249571","doi":"10.1007/s12630-021-02164-2","title":"Hippocrates and prophecies: the unfulfilled promise of prediction rules","year":2022,"lang":"en","type":"letter","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Lawson Health Research Institute; Western University","funders":"","keywords":"Computer 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":[0.05585464,0.0008976271,0.001958436,0.004195909,0.003221907,0.006982391,0.002959957,0.01396235,0.006008674],"category_scores_gemma":[0.3135286,0.001072188,0.001909502,0.002655644,0.01425257,0.01641521,0.003928165,0.03570735,0.003795755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007917903,"about_ca_system_score_gemma":0.012252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01597336,"about_ca_topic_score_gemma":0.01585764,"domain_scores_codex":[0.9643239,0.01783591,0.003992685,0.00276574,0.01013201,0.000949764],"domain_scores_gemma":[0.5132985,0.4364074,0.01026952,0.00914492,0.0247791,0.006100504],"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":[0.0002258223,0.00005251789,0.002476886,0.001026449,0.0002539099,0.0006070596,0.001038893,0.0004828433,0.00007407079,0.05990521,0.8032247,0.1306315],"study_design_scores_gemma":[0.0003276312,0.0001190096,0.002060029,0.006630067,0.0001992214,0.001299076,0.001121101,0.003078294,0.0002633287,0.3648459,0.6198195,0.0002369091],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002527062,0.008319209,0.0008012687,0.9852068,0.004279434,0.000005379858,0.00007808758,0.00002549034,0.001031726],"genre_scores_gemma":[0.03531979,0.04000381,0.0077974,0.8429815,0.07051798,0.0001052572,0.0003365307,0.0001367036,0.00280114],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05585464,"threshold_uncertainty_score":0.2953911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01544541492555927,"score_gpt":0.2388194476896029,"score_spread":0.2233740327640437,"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."}}