{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009482467,0.000771852,0.0003674343,0.004653431,0.0009954964,0.001362427,0.0009742544,0.001060986,0.1453069],"category_scores_gemma":[0.00183643,0.0004648992,0.0005338358,0.001503839,0.0006591062,0.000682822,0.001164729,0.001169667,0.06759898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005851265,"about_ca_system_score_gemma":0.000968147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007103917,"about_ca_topic_score_gemma":0.001536657,"domain_scores_codex":[0.9994197,0.0001077132,0.00004917746,0.0001330834,0.000198302,0.00009206083],"domain_scores_gemma":[0.998917,0.0001159392,0.00005290005,0.0003203122,0.0004419781,0.00015184],"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":[0.000471452,0.0002794684,0.02074734,0.000710321,0.00009796864,0.01933296,0.00040123,0.0002013893,0.06216639,0.01044788,0.3008964,0.5842472],"study_design_scores_gemma":[0.00004952787,0.0001041652,0.017375,0.0003848734,0.00005433683,0.06033238,0.0002167148,0.0003453363,0.01394312,0.003481871,0.9036888,0.00002381414],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04851039,0.01669403,0.0296209,0.009640137,0.002962181,0.001252749,0.004191744,0.004505108,0.8826228],"genre_scores_gemma":[0.1656557,0.01452316,0.05129631,0.008236879,0.003076369,0.0007113368,0.008896456,0.0009475354,0.7466562],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1453069,"threshold_uncertainty_score":0.4861,"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."}}