{"id":"W2904240523","doi":"10.1001/jamaoncol.2018.6012","title":"Assessment of<i>ERBB2</i>/<i>HER2</i>Status in<i>HER2</i>-Equivocal Breast Cancers by FISH and 2013/2014 ASCO-CAP Guidelines","year":2018,"lang":"en","type":"article","venue":"JAMA Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Cancer Institute","keywords":"Medicine; Breast cancer; Oncology; Internal medicine; Fluorescence in situ hybridization; Clinical trial; Cohort; Clinical Oncology; Fish <Actinopterygii>; Cancer; Chromosome; Gene","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":[0.001233861,0.0002579351,0.000240611,0.001177,0.00030149,0.0004505667,0.0003977487,0.0002665724,0.001790355],"category_scores_gemma":[0.002579215,0.0001299089,0.0001914081,0.0006955423,0.0007194246,0.0004225687,0.0004652845,0.0002762511,0.0003968134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00032502,"about_ca_system_score_gemma":0.000517564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001238288,"about_ca_topic_score_gemma":0.002245385,"domain_scores_codex":[0.9993122,0.0001767731,0.0001535636,0.0001193329,0.0001572486,0.00008087305],"domain_scores_gemma":[0.9982226,0.0003359852,0.0008013633,0.0001241499,0.0003233744,0.0001925196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001324573,0.00001630639,0.9949575,0.00002801203,0.00001255222,0.0003946779,0.00004087477,0.00005498324,0.001627905,0.00004950458,0.0002968369,0.002388265],"study_design_scores_gemma":[0.00003602071,0.0004305586,0.9783167,0.00004882757,0.00009075793,0.01166992,0.0004228555,0.0006132781,0.005025526,0.0001651615,0.003166768,0.00001349012],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937841,0.0004330382,0.0008437022,0.00009155262,0.00001120459,0.0001392913,0.0009737454,0.00002108873,0.00370227],"genre_scores_gemma":[0.9977348,0.000172816,0.001004586,0.00008685241,0.00001299375,0.00005301344,0.0007108733,0.000008521645,0.000215522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001790355,"threshold_uncertainty_score":0.006525338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01311089755748332,"score_gpt":0.3339736071521035,"score_spread":0.3208627095946202,"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."}}