{"id":"W4231788544","doi":"10.1038/labinvest.2015.5","title":"Breast Pathology","year":2015,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Alexandra Hospital; University of Alberta","funders":"","keywords":"Pathology; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001004885,0.0005912424,0.0002783131,0.002018467,0.0006042447,0.001494693,0.0009156055,0.0009431074,0.1206506],"category_scores_gemma":[0.001801028,0.0002209918,0.0003588524,0.001020272,0.0003418397,0.0005381908,0.0008043208,0.0008113103,0.07363205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007033109,"about_ca_system_score_gemma":0.0007316986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001191678,"about_ca_topic_score_gemma":0.001445553,"domain_scores_codex":[0.9994517,0.00007355956,0.00004754002,0.0001096589,0.0002345176,0.0000830393],"domain_scores_gemma":[0.9991185,0.0001109557,0.00008505583,0.0001616029,0.0003782901,0.0001455841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003935886,0.0001436687,0.02195795,0.0007895738,0.00008188596,0.01273959,0.0001846665,0.0003506037,0.02177431,0.005621304,0.2344031,0.7015597],"study_design_scores_gemma":[0.000061109,0.00007897933,0.02327731,0.000563032,0.00006980651,0.0682065,0.0003100586,0.0006023617,0.008162865,0.005493651,0.8931473,0.00002701945],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06086089,0.0363178,0.03132042,0.02501866,0.006510772,0.0006722672,0.01389221,0.007377021,0.8180299],"genre_scores_gemma":[0.4197353,0.02237313,0.04464877,0.01791846,0.00427931,0.0003600627,0.01800635,0.001179702,0.471499],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1206506,"threshold_uncertainty_score":0.4036163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03064817231647378,"score_gpt":0.2519965828843684,"score_spread":0.2213484105678946,"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."}}