{"id":"W1885864796","doi":"10.1136/bmj.h5088","title":"MRI scanning increases eightfold in Canadian women with breast cancer","year":2015,"lang":"en","type":"article","venue":"BMJ","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Mammography; Magnetic resonance imaging; Breast MRI; Radiology; Ultrasonography; Breast-conserving surgery; Cancer; Mastectomy; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00071742,0.0004722983,0.0004160703,0.002531738,0.002193019,0.001047832,0.001038924,0.001191849,0.005199976],"category_scores_gemma":[0.005796934,0.0004696095,0.0009029129,0.006517888,0.0005452021,0.0005085955,0.0006792454,0.001555728,0.0005399545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01671067,"about_ca_system_score_gemma":0.01462189,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9760542,"about_ca_topic_score_gemma":0.9749254,"domain_scores_codex":[0.9982993,0.0001418425,0.00009986523,0.0001864464,0.0009063259,0.000366226],"domain_scores_gemma":[0.9956654,0.0002486998,0.001345171,0.0001426478,0.00198153,0.0006166013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001766049,0.00002794639,0.9830585,0.00007685407,0.00007038396,0.000293834,0.0004243567,0.00004054466,0.000370611,0.0001196814,0.004868928,0.01047187],"study_design_scores_gemma":[0.000007523459,0.00001799148,0.9955305,0.00005393807,0.00005974757,0.0004111885,0.0004737736,0.00007907541,0.0001099265,0.00003405522,0.003203283,0.00001892401],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9324961,0.01580319,0.0002483371,0.01370872,0.0004269117,0.00007941495,0.01505633,0.0001113967,0.02206963],"genre_scores_gemma":[0.9828656,0.007206474,0.0005793973,0.00235577,0.0002361624,0.00002426939,0.003693462,0.00003087378,0.003007937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02394581,"threshold_uncertainty_score":0.121245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01150759038827112,"score_gpt":0.2656069022729631,"score_spread":0.2540993118846919,"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."}}