{"id":"W2944967705","doi":"10.1097/pai.0000000000000773","title":"Chromogenic and Silver in Situ Hybridization for Identification of HER 2 Overexpression in Breast Cancer Patients: A Systematic Review and Meta-Analysis","year":2019,"lang":"en","type":"review","venue":"Applied immunohistochemistry & molecular morphology","topic":"HER2/EGFR in Cancer Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"CISH; Chromogenic in situ hybridization; Confidence interval; Medicine; Meta-analysis; Concordance; Oncology; Breast cancer; Internal medicine; Cancer; In situ hybridization; Biology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006765556,0.0004448333,0.005519541,0.0003670258,0.00002209868,0.00001288981,0.0002301151,0.0003893551,0.0001247965],"category_scores_gemma":[0.0001389316,0.0003742474,0.0006932081,0.0007837098,0.0001341942,0.00003152248,0.0001413644,0.0003754579,0.00000374079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005445686,"about_ca_system_score_gemma":0.0002731872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008096342,"about_ca_topic_score_gemma":5.455489e-7,"domain_scores_codex":[0.996608,0.0001940213,0.001713153,0.0008487952,0.0003358624,0.0003001778],"domain_scores_gemma":[0.9975632,0.0001246818,0.001067828,0.0009570504,0.0002177968,0.00006943475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00003165324,0.0001329343,0.000006270953,0.7524152,0.01141778,0.000007443491,0.00002043967,0.000001990985,0.2353307,0.000006891542,0.0000593438,0.0005693669],"study_design_scores_gemma":[0.002352153,0.0000917725,0.00008443261,0.09753383,0.8899623,0.0002076796,0.00002122919,0.00001545119,0.008175292,0.00001973967,0.0005912936,0.0009448018],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002266843,0.9907423,0.00008575487,0.00005656965,0.00001337482,0.006488183,0.00029324,0.000007963952,0.00004576964],"genre_scores_gemma":[0.02572609,0.9669214,0.00006420881,0.0001566945,0.00000687519,0.005802466,0.00105977,0.00007533497,0.0001871314],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8785446,"threshold_uncertainty_score":0.999871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03241972078852673,"score_gpt":0.3696589229634074,"score_spread":0.3372392021748807,"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."}}