{"id":"W2149480928","doi":"10.1155/2012/171792","title":"Imaging-Assisted Large-Format Breast Pathology: Program Rationale and Development in a Nonprofit Health System in the United States","year":2012,"lang":"en","type":"article","venue":"International Journal of Breast Cancer","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canada Foundation for Innovation; Carilion Clinic","keywords":"Medicine; Breast cancer; Palpation; Breast imaging; Breast tissue; Gross anatomy; Radiology; Magnetic resonance imaging; Medical physics; Pathology; Mammography; Cancer; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01084746,0.0004966519,0.0001644368,0.001144305,0.002127559,0.001879532,0.001926953,0.001096628,0.004262347],"category_scores_gemma":[0.006561342,0.0004263946,0.0002593768,0.0007780219,0.001752489,0.001193909,0.002824064,0.001578939,0.0007235445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005116578,"about_ca_system_score_gemma":0.03326643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008441172,"about_ca_topic_score_gemma":0.03961733,"domain_scores_codex":[0.9947498,0.003055828,0.0002206875,0.000366551,0.001094038,0.0005130369],"domain_scores_gemma":[0.9862974,0.00201801,0.001252392,0.0007804363,0.003124241,0.006527605],"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":[0.001961269,0.02490742,0.2718911,0.001019125,0.00006166163,0.001993461,0.003384935,0.00450472,0.023977,0.02743031,0.0271958,0.6116732],"study_design_scores_gemma":[0.002808191,0.03961016,0.6445949,0.001687185,0.0002370062,0.006182977,0.01351277,0.03151594,0.03614325,0.0111042,0.2123483,0.0002551589],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7487689,0.002346166,0.09503567,0.04091751,0.0006114164,0.06492224,0.001204861,0.001291218,0.04490202],"genre_scores_gemma":[0.728659,0.001907371,0.233507,0.009592443,0.0004930191,0.01592646,0.0006951886,0.0001042766,0.009115248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01084746,"threshold_uncertainty_score":0.0573675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01276138066822284,"score_gpt":0.3033729792979699,"score_spread":0.290611598629747,"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."}}