{"id":"W2567398013","doi":"","title":"Choosing Mastectomy: A Qualitative Exploration of the Increasing Mastectomy Rates in Women with Early-Stage Breast Cancer","year":2015,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Health Services and Policy Research; Canadian Institutes of Health Research; University of Toronto","keywords":"Mastectomy; Breast cancer; Stage (stratigraphy); Medicine; Oncology; Cancer; General surgery; Internal medicine; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007582358,0.0002971587,0.0005829476,0.0001929423,0.00006719797,0.00003916131,0.0001503734,0.0001790822,0.0001103981],"category_scores_gemma":[0.0001485553,0.0002021033,0.00005544535,0.0007677552,0.00007194673,0.0003671058,0.00002713341,0.0004778137,0.000004197592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008100388,"about_ca_system_score_gemma":0.001013027,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02142949,"about_ca_topic_score_gemma":0.00687453,"domain_scores_codex":[0.99797,0.0002827845,0.0003558431,0.0003383517,0.0006993968,0.0003535676],"domain_scores_gemma":[0.9984364,0.00008025533,0.000501127,0.0003059426,0.0005566941,0.0001196086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.02682098,0.0001222325,0.04755367,0.001452812,0.0003332566,0.00006139526,0.9028933,0.0004779791,0.01249601,0.00009183101,0.0002444913,0.007452034],"study_design_scores_gemma":[0.003022564,0.0003893431,0.3091614,0.009087991,0.0001631982,0.00002632305,0.6726124,0.00007828633,0.004630196,0.0001972427,0.0002213289,0.000409732],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943398,0.0007016717,0.00002241177,0.0005357379,0.0001303564,0.0006889059,0.00002564991,0.0000300157,0.003525465],"genre_scores_gemma":[0.9956798,0.00004937604,0.0002679412,0.00008886396,0.0001030034,0.0001849791,0.00004850836,0.00005107466,0.003526482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2616077,"threshold_uncertainty_score":0.9850869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0971411147648235,"score_gpt":0.4349833749001277,"score_spread":0.3378422601353042,"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."}}