{"id":"W4316469511","doi":"10.3390/curroncol30010095","title":"Assurance of Timely Access to Breast Cancer Diagnosis and Treatment by a Regional Breast Health Clinic Serving Both Urban and Rural-Remote Communities","year":2023,"lang":"en","type":"article","venue":"Current Oncology","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Breast cancer; Referral; Mammography; Cancer; Family medicine; Rural area; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001833365,0.0001078973,0.0001678274,0.0004188905,0.00134599,0.0007656055,0.0005480745,0.0002924117,0.001732019],"category_scores_gemma":[0.005235197,0.0001521974,0.0001838789,0.0006444071,0.0005226558,0.0002341774,0.000656128,0.0003976905,0.0001397825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004742233,"about_ca_system_score_gemma":0.01831994,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5418657,"about_ca_topic_score_gemma":0.7691869,"domain_scores_codex":[0.998571,0.0003132337,0.00004850817,0.0001375639,0.0003653209,0.0005643424],"domain_scores_gemma":[0.9948605,0.0007311352,0.001269835,0.0002150819,0.0008379205,0.002085543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006580549,0.0005998201,0.9309456,0.0001019379,0.00003496757,0.000414706,0.002528614,0.0004900218,0.005143101,0.0002893788,0.002060055,0.05673371],"study_design_scores_gemma":[0.00004591516,0.0004713409,0.9953303,0.00001258462,0.000009276846,0.0001600893,0.001903791,0.0002948211,0.0002526726,0.00002421539,0.001485827,0.00000915265],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971766,0.0001008647,0.0001944882,0.0004912201,0.000005997586,0.0001329527,0.00009246557,0.00002018212,0.001785183],"genre_scores_gemma":[0.9984962,0.00005614992,0.0006888847,0.0001254874,0.00000827362,0.0000355726,0.00006113499,0.000002058026,0.000526242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5418657,"threshold_uncertainty_score":0.9216647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3156666970310743,"score_gpt":0.4973184849200933,"score_spread":0.181651787889019,"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."}}