{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001940617,0.00007302677,0.0001105226,0.00005854618,0.00003033602,0.000009152473,0.00003235194,0.00008369055,0.00004070112],"category_scores_gemma":[0.00004835664,0.00006371464,0.00001846464,0.0002810289,0.000100784,0.00009350215,0.0000140537,0.0001005951,0.0002197501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000546291,"about_ca_system_score_gemma":0.0003758891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009478856,"about_ca_topic_score_gemma":0.000002801699,"domain_scores_codex":[0.9994191,0.00005684842,0.0001211208,0.0001404418,0.000148262,0.0001142519],"domain_scores_gemma":[0.9991531,0.000007239383,0.00004080054,0.0002038443,0.0002964932,0.0002985664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002192053,0.0002002962,0.7021404,0.00009760738,0.00004625178,0.0005087745,0.00239554,0.00001490827,0.1973832,0.02672105,0.05991593,0.01035688],"study_design_scores_gemma":[0.001543847,0.0001799155,0.9743821,0.00004684124,0.00006184397,0.001304509,0.0004741277,0.0001771905,0.008617525,0.002376437,0.01067407,0.0001615839],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946042,0.0001417819,0.00006355512,0.00275857,0.000170633,0.0001007991,0.00001832482,0.00009486099,0.002047251],"genre_scores_gemma":[0.9962655,0.000001530187,0.001255532,0.001948143,0.0002203673,0.00001218983,0.00005287692,0.00001256619,0.0002312893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2722417,"threshold_uncertainty_score":0.2824517,"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."}}