{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003940644,0.0002109659,0.000778324,0.0002491889,0.00005864399,0.00002023688,0.00008510596,0.0001772741,0.00009751297],"category_scores_gemma":[0.0002346849,0.0001310562,0.00005823205,0.0003805608,0.0005953916,0.00009944598,0.00009921139,0.0003457193,0.00000169677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003510108,"about_ca_system_score_gemma":0.0001401995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001119461,"about_ca_topic_score_gemma":0.0001024256,"domain_scores_codex":[0.9982764,0.0001805278,0.0004248077,0.0004344252,0.0002987187,0.0003851784],"domain_scores_gemma":[0.9987519,0.000450329,0.000177021,0.0002863473,0.00009439341,0.0002399863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001116402,0.00005729585,0.9344299,0.00005910968,0.0001100834,0.00009689711,0.003667864,0.00001134002,0.05904606,0.00000672646,0.00003484629,0.001363459],"study_design_scores_gemma":[0.001202316,0.0002627018,0.9828211,0.0003934119,0.0002588239,0.00001877458,0.002380678,0.008377741,0.004092129,0.00000305034,0.00001952206,0.0001697315],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975131,0.00138274,0.00006818848,0.000181277,0.0001697858,0.0002689934,0.0003218215,0.00005751884,0.00003654167],"genre_scores_gemma":[0.9972002,0.001014182,0.00139528,0.0001253916,0.00008006328,0.00005843895,0.00007753196,0.00002346854,0.00002545327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05495393,"threshold_uncertainty_score":0.5344318,"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."}}