{"id":"W4317463340","doi":"10.1200/op.22.00551","title":"Impact of an Accelerated Diagnostic Assessment Program on the Timeliness of Cancer Diagnosis and Treatment","year":2023,"lang":"en","type":"article","venue":"JCO Oncology Practice","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"Medicine; Referral; Biopsy; Malignancy; Concomitant; Demographics; Medical record; Retrospective cohort study; Cancer; Emergency medicine; Pediatrics; Internal medicine; Family medicine","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":[0.005087588,0.000215393,0.0002119355,0.0008669837,0.0004316141,0.001119456,0.000672358,0.0003878466,0.002708678],"category_scores_gemma":[0.03926665,0.0001624737,0.0003225512,0.0007235128,0.000315904,0.000655068,0.001656749,0.0006356791,0.000193584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001896895,"about_ca_system_score_gemma":0.004963354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008523573,"about_ca_topic_score_gemma":0.008394592,"domain_scores_codex":[0.9950389,0.00282938,0.0003219772,0.0003304775,0.0009957493,0.0004834929],"domain_scores_gemma":[0.9665739,0.01483241,0.008818936,0.001188172,0.003247605,0.005338963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001626874,0.002108078,0.8034968,0.0002055085,0.00009867111,0.0002514638,0.0005235671,0.001713699,0.000532019,0.0003849739,0.005093961,0.1839644],"study_design_scores_gemma":[0.0002393911,0.003381752,0.9854177,0.0001836671,0.0001020825,0.0004939152,0.0006507897,0.003555398,0.0004053967,0.0001396671,0.005412801,0.0000173153],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910532,0.0007514689,0.0006830998,0.002158585,0.00009828754,0.0001789735,0.0003696793,0.0001049602,0.004601778],"genre_scores_gemma":[0.9975423,0.0001912972,0.001192343,0.0003422271,0.00006952843,0.00008596448,0.0002670793,0.000008934123,0.0003003065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008523573,"threshold_uncertainty_score":0.02690601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1315888549600632,"score_gpt":0.5543047025085833,"score_spread":0.4227158475485202,"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."}}