{"id":"W637285861","doi":"10.1371/journal.pone.0127994","title":"Will Women Diagnosed with Breast Cancer Provide Biological Samples for Research Purposes?","year":2015,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cancer Care Ontario; University of Toronto; Public Health Ontario; Occupational Cancer Research Centre","funders":"Cancer Care Ontario","keywords":"Breast cancer; Medicine; MEDLINE; Cancer; Oncology; Bioinformatics; Computational biology; Biology; 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":[0.01802337,0.0001676011,0.0002831263,0.0005924366,0.000571392,0.001050978,0.0006328286,0.001141708,0.003855417],"category_scores_gemma":[0.06312356,0.0001986136,0.0003883975,0.0009127554,0.0011247,0.0009731347,0.0006513951,0.000637159,0.001028331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006993702,"about_ca_system_score_gemma":0.0009593118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004525636,"about_ca_topic_score_gemma":0.003284531,"domain_scores_codex":[0.9892696,0.006550761,0.0007192289,0.0007666881,0.001994224,0.000699616],"domain_scores_gemma":[0.9662034,0.01770966,0.01138555,0.001215477,0.002195364,0.001290573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004064485,0.00008655653,0.9657214,0.0002524291,0.00005100148,0.0001010285,0.001689283,0.0000299241,0.0001954541,0.0001464734,0.002398844,0.02892118],"study_design_scores_gemma":[0.000078647,0.0007094599,0.9809825,0.0003964493,0.0001152759,0.0009393512,0.006920535,0.0002978303,0.000394651,0.0005176061,0.008624613,0.00002312094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9766384,0.002997372,0.0005964148,0.01284472,0.0001604563,0.0002572238,0.0007405364,0.00001756066,0.005747449],"genre_scores_gemma":[0.9940257,0.001401789,0.0003811925,0.003018862,0.000157899,0.0002238683,0.0003057076,0.000004831074,0.0004800748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01802337,"threshold_uncertainty_score":0.09531784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5245135003003827,"score_gpt":0.4196118712488875,"score_spread":0.1049016290514952,"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."}}