{"id":"W4252682899","doi":"10.1002/jmrs.166","title":"Friday 22 April 2016","year":2016,"lang":"en","type":"article","venue":"Journal of Medical Radiation Sciences","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; Princess Margaret Cancer Centre; Foothills Medical Centre","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009302988,0.001127523,0.0008122377,0.001093308,0.001659706,0.003783119,0.00101832,0.002111977,0.7543316],"category_scores_gemma":[0.002575891,0.0003250343,0.0008732795,0.000391523,0.0004157505,0.001391826,0.002699024,0.002400034,0.5650498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001118534,"about_ca_system_score_gemma":0.0009556485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001977306,"about_ca_topic_score_gemma":0.01034582,"domain_scores_codex":[0.999466,0.00006999155,0.00002662657,0.0001124709,0.000209201,0.0001158176],"domain_scores_gemma":[0.9986019,0.00008051278,0.00005543191,0.00008090826,0.0005550382,0.0006262206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001288796,0.00006368155,0.0003257168,0.000082844,0.000006286426,0.0002044574,0.00002948586,0.00003910121,0.0003522011,0.0006643723,0.9581019,0.04000107],"study_design_scores_gemma":[0.00001416121,0.00005514296,0.0008404689,0.0001274578,0.000002669757,0.0001110712,0.00007168776,0.0000290959,0.00008960014,0.0002653289,0.9983864,0.000006961684],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003353798,0.006158866,0.00117014,0.02733184,0.09625577,0.0005729361,0.004699837,0.0027556,0.8577012],"genre_scores_gemma":[0.002050611,0.001456957,0.0002997112,0.002438928,0.004842232,0.00005181802,0.001116393,0.00020435,0.9875391],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2456684,"threshold_uncertainty_score":0.3504161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02752829605404662,"score_gpt":0.3293458297948831,"score_spread":0.3018175337408365,"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."}}