{"id":"W2086661954","doi":"10.1186/bcr1776","title":"Chromogenic in situ hybridisation for the assessment of HER2 status in breast cancer: an international validation ring study","year":2007,"lang":"en","type":"article","venue":"Breast Cancer Research","topic":"HER2/EGFR in Cancer Research","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; Sunnybrook Health Science Centre","funders":"","keywords":"CISH; Chromogenic in situ hybridization; Concordance; Breast cancer; Medicine; Immunohistochemistry; Oncology; Fish <Actinopterygii>; Internal medicine; Pathology; Cancer; Biology; In situ hybridization; Fishery; Gene; Genetics","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":[0.04965295,0.001014095,0.0005981193,0.001837922,0.0006397771,0.0008609224,0.001386445,0.0008093884,0.00167617],"category_scores_gemma":[0.017038,0.0003761763,0.0006930953,0.0009270743,0.002143961,0.0007391762,0.001810666,0.0007739655,0.0007785689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007909977,"about_ca_system_score_gemma":0.001011005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001031928,"about_ca_topic_score_gemma":0.0008022197,"domain_scores_codex":[0.9773942,0.01509711,0.001835156,0.002185237,0.002786157,0.000702091],"domain_scores_gemma":[0.9789767,0.008172493,0.00203686,0.004822266,0.004964814,0.001026869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008752316,0.002392556,0.5255832,0.00126778,0.00115073,0.001609141,0.005735067,0.002898515,0.2538778,0.003810717,0.002551158,0.1903709],"study_design_scores_gemma":[0.001657676,0.03577001,0.625937,0.0005393637,0.001604159,0.01429996,0.002202673,0.006166878,0.2601353,0.001320478,0.05015321,0.000213254],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9205972,0.006069006,0.05326156,0.000616407,0.0001428501,0.001918127,0.0003973406,0.0003468776,0.01665065],"genre_scores_gemma":[0.9530094,0.00102232,0.04153844,0.0003036248,0.00009082913,0.001019781,0.001501856,0.00008154568,0.001432296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04965295,"threshold_uncertainty_score":0.262593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1242535920657148,"score_gpt":0.526977088041126,"score_spread":0.4027234959754112,"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."}}