{"id":"W1988717588","doi":"10.3390/cancers4030725","title":"Automated Quantitative Analysis of p53, Cyclin D1, Ki67 and pERK Expression in Breast Carcinoma Does Not Differ from Expert Pathologist Scoring and Correlates with Clinico-Pathological Characteristics","year":2012,"lang":"en","type":"article","venue":"Cancers","topic":"HER2/EGFR in Cancer Research","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston General Hospital; Queen's University","funders":"","keywords":"Medicine; Breast cancer; Pathological; Pathology; Biomarker; Kappa; Immunohistochemistry; Lymph node; Oncology; Cancer; Internal medicine; Biology","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":[0.003320673,0.0002477834,0.0003434416,0.001429417,0.0001491247,0.0006661069,0.0002770432,0.00027808,0.0009652389],"category_scores_gemma":[0.00582283,0.0002211343,0.0002023616,0.0006900774,0.0004192197,0.0004451675,0.0003284699,0.0001801992,0.0005019344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002229537,"about_ca_system_score_gemma":0.0001513616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006210906,"about_ca_topic_score_gemma":0.00137414,"domain_scores_codex":[0.9973577,0.0009184176,0.0002007893,0.0004506048,0.0009800309,0.00009243827],"domain_scores_gemma":[0.9944468,0.002406716,0.001019888,0.0008892302,0.001099085,0.0001383241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007135123,0.0000992974,0.7931599,0.0001491542,0.0003407593,0.0001007392,0.000247687,0.002003818,0.1248171,0.0001788955,0.0004467171,0.07774232],"study_design_scores_gemma":[0.00001733036,0.0003677756,0.957245,0.00001367744,0.00008012394,0.0007429306,0.0001378352,0.0151694,0.02514497,0.0003939422,0.0006632343,0.00002386983],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9780104,0.0005233299,0.01949623,0.00004191401,0.00001373583,0.00003127077,0.0002391953,0.0002019292,0.001442099],"genre_scores_gemma":[0.9909309,0.000108943,0.008233231,0.00002134616,0.00001286655,0.00002032419,0.0002427455,0.00002025397,0.0004095067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003320673,"threshold_uncertainty_score":0.01756161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05969767976681917,"score_gpt":0.3777164445402068,"score_spread":0.3180187647733876,"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."}}