{"id":"W3160296912","doi":"10.1038/labinvest.2014.16","title":"Breast Pathology","year":2014,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network","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":[0.0001905107,0.00007500085,0.0001166475,0.00005681052,0.00005342561,0.000008921182,0.00003306634,0.00008408965,0.00008913502],"category_scores_gemma":[0.00004530514,0.00006558937,0.00002295614,0.000224844,0.0001015289,0.00006719401,0.00001149603,0.0001029855,0.0001835555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002455524,"about_ca_system_score_gemma":0.00009563643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005179187,"about_ca_topic_score_gemma":0.000002432114,"domain_scores_codex":[0.9994199,0.00007646692,0.0001227157,0.0001531919,0.000110299,0.0001174431],"domain_scores_gemma":[0.9994116,0.00001667446,0.00004350835,0.0002289281,0.0001479344,0.0001513004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00007265276,0.0001084477,0.3967576,0.0001299616,0.00002739889,0.00005865103,0.0005511999,0.000006895769,0.5021433,0.06457175,0.009586637,0.0259855],"study_design_scores_gemma":[0.0005777081,0.00008909092,0.9811146,0.00003533619,0.00003548076,0.0003570518,0.00004342465,0.0003105094,0.007822777,0.001429748,0.008089418,0.00009480125],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994657,0.00004054799,0.0002904804,0.002473079,0.0001248053,0.00008557603,0.00001067906,0.00009470584,0.002223112],"genre_scores_gemma":[0.9954348,0.000001677177,0.001194798,0.002881158,0.0002576294,0.00001136903,0.00004208389,0.0000129868,0.000163499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5843571,"threshold_uncertainty_score":0.2674657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0094032107760301,"score_gpt":0.2198840232558928,"score_spread":0.2104808124798627,"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."}}