{"id":"W2774480580","doi":"10.7759/cureus.1919","title":"Reduced Time to Breast Cancer Diagnosis with Coordination of Radiological and Clinical Care","year":2017,"lang":"en","type":"article","venue":"Cureus","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Native Mental Health Association of Canada; St. Paul's Hospital; Providence Health Care","funders":"Providence Health Care","keywords":"Medicine; Breast cancer; Medical diagnosis; Malignancy; Radiological weapon; Presentation (obstetrics); Retrospective cohort study; Cancer; General surgery; Surgery; Radiology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001391697,0.0001525462,0.0002538191,0.0007444304,0.0004640812,0.001112693,0.0007222573,0.0003618525,0.009962393],"category_scores_gemma":[0.007854885,0.0001270554,0.0003279327,0.001192234,0.0003570043,0.0004834747,0.001454137,0.0005652705,0.0006368725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002478018,"about_ca_system_score_gemma":0.003838961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02212022,"about_ca_topic_score_gemma":0.02627654,"domain_scores_codex":[0.9983249,0.0005589842,0.0001514329,0.000198477,0.0004325748,0.0003336634],"domain_scores_gemma":[0.9913606,0.002391028,0.003420755,0.0003646279,0.0009806624,0.001482407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005546421,0.0005288267,0.7217119,0.0008891398,0.0001113978,0.000617472,0.000923407,0.001284725,0.00181,0.0007599572,0.01052549,0.2602829],"study_design_scores_gemma":[0.00005376435,0.0009399715,0.9810607,0.0002463344,0.00004741937,0.002574389,0.0009817934,0.0007264292,0.0004042341,0.0002704229,0.01267649,0.00001795526],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9589514,0.007496539,0.003836056,0.005558348,0.0001738491,0.0002953313,0.0009903531,0.0004455068,0.02225251],"genre_scores_gemma":[0.9915537,0.001421817,0.003945559,0.0006449859,0.0001103155,0.0001230847,0.0004045494,0.00002298944,0.001773073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02212022,"threshold_uncertainty_score":0.04398298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08582724051310857,"score_gpt":0.4130659390150799,"score_spread":0.3272386985019713,"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."}}