{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001103668,0.0000651467,0.0002257257,0.00001233404,0.00007789175,0.00001449582,0.00008970831,0.0000673149,0.0002471774],"category_scores_gemma":[0.0001878193,0.00004436839,0.00003235999,0.00002780723,0.0001156177,0.00006775269,0.00004449227,0.0000753611,0.000009558116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004988769,"about_ca_system_score_gemma":0.00006045713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000504028,"about_ca_topic_score_gemma":0.00008995621,"domain_scores_codex":[0.9994517,0.00001762565,0.0001330934,0.0001730217,0.0001214087,0.0001031301],"domain_scores_gemma":[0.999347,0.00003416655,0.00008620142,0.0002341769,0.0001738709,0.0001245531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004136872,0.00002900174,0.9456794,0.00001666221,0.00004785798,0.0000214723,0.000162475,0.000001953767,0.0004112789,0.00002271944,0.00677752,0.04641593],"study_design_scores_gemma":[0.0007510183,0.0005896267,0.9962448,0.0002327052,0.00009595534,0.00004324089,0.0001368514,0.00002339683,0.0002892201,0.000006216319,0.001523885,0.00006308164],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935299,0.000680863,0.000009731259,0.003350769,0.00005505249,0.0001814977,0.00002813602,0.00001206751,0.002152003],"genre_scores_gemma":[0.9988372,0.0001392831,0.0003961514,0.0002451199,0.0001891289,0.00003497818,0.000004648793,0.000005012408,0.0001484862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05056536,"threshold_uncertainty_score":0.270642,"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."}}