{"id":"W4247408782","doi":"10.1038/modpathol.2015.9","title":"Breast Pathology","year":2015,"lang":"en","type":"article","venue":"Modern Pathology","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Royal Alexandra Hospital","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":[0.000257224,0.0001396785,0.0003145073,0.0001042881,0.00003824318,0.000005632858,0.00008810107,0.000206419,0.0001064181],"category_scores_gemma":[0.00003122081,0.0001153979,0.00007838188,0.00009543193,0.0001424683,0.00003744669,0.00008586957,0.0002147608,0.0004425238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004883912,"about_ca_system_score_gemma":0.0001384358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001087246,"about_ca_topic_score_gemma":0.000005919356,"domain_scores_codex":[0.9989069,0.00009207333,0.0001863405,0.0003387677,0.0001397072,0.0003362058],"domain_scores_gemma":[0.9990563,0.00001496983,0.0000433883,0.0004690226,0.0001363044,0.0002799984],"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":[0.002098179,0.001984845,0.2740279,0.0001171691,0.0001238558,0.04776614,0.006585036,0.00006877659,0.1137443,0.01180707,0.0252455,0.5164312],"study_design_scores_gemma":[0.005060193,0.000830567,0.71995,0.00002733067,0.0001515385,0.2532621,0.0003316026,0.002114149,0.0005331454,0.01107852,0.006298294,0.000362525],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743528,0.0005497207,0.006242421,0.003026834,0.0003028046,0.0001481415,0.00001876104,0.0001262277,0.01523232],"genre_scores_gemma":[0.9949325,0.000006968564,0.001509879,0.001345285,0.0002218871,0.00002198694,0.00003256723,0.00002745311,0.001901473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5160686,"threshold_uncertainty_score":0.5687896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03710079753431281,"score_gpt":0.2700672301004115,"score_spread":0.2329664325660987,"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."}}