{"id":"W2111757152","doi":"10.1186/2193-1801-3-125","title":"Clinical and prognostic factors associated with diagnostic wait times by breast cancer detection method","year":2014,"lang":"en","type":"article","venue":"SpringerPlus","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre; Public Health Ontario; Cancer Care Ontario; Women's College Hospital; University of Toronto; Institute for Clinical Evaluative Sciences; St. Michael's Hospital","funders":"Canadian Breast Cancer Research Alliance; Cancer Care Ontario","keywords":"Breast cancer; Medicine; Computer science; Cancer; Oncology; 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":[0.0005006674,0.000169575,0.0003568265,0.00004364112,0.00009757605,0.00003120489,0.00005981686,0.0001283375,0.0000773284],"category_scores_gemma":[0.001439894,0.0001248532,0.00005755294,0.000168316,0.0001028242,0.00008915801,0.00003670168,0.0002731066,0.000006651152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008620205,"about_ca_system_score_gemma":0.00007284099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007460621,"about_ca_topic_score_gemma":0.0004060009,"domain_scores_codex":[0.9987245,0.0001168536,0.0002460002,0.0003466365,0.0002785815,0.0002874075],"domain_scores_gemma":[0.9985563,0.0008335553,0.0001177885,0.0001558748,0.0001169823,0.0002194587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009813713,0.00003973021,0.9515451,0.00002120427,0.0001038197,0.000007231733,0.00005240711,0.000008514838,0.0003112048,0.00002140401,0.0002568413,0.04753447],"study_design_scores_gemma":[0.001105884,0.0004422196,0.9943118,0.0003905539,0.0003129733,0.00002764293,0.00005471253,0.001628587,0.0007667263,0.00003728083,0.0007506134,0.0001709918],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940554,0.000423151,0.004168651,0.0003288936,0.0001582746,0.0002814755,0.00002073395,0.0001107754,0.0004525886],"genre_scores_gemma":[0.9988842,0.00006670691,0.0003569024,0.0002993396,0.0001640786,0.00002999332,0.00000951458,0.00002411085,0.0001651527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04736348,"threshold_uncertainty_score":0.5091365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04496279853850208,"score_gpt":0.3537332769433814,"score_spread":0.3087704784048793,"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."}}