{"id":"W2311075206","doi":"10.14288/1.0167714","title":"Clinical performance of diagnostic, prognostic and predictive immunohistochemical biomarkers for hormone receptor-negative breast cancer","year":2015,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Breast cancer; Hormone receptor; Oncology; Immunohistochemistry; Medicine; Internal medicine; Cancer","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":[0.01250468,0.0005923728,0.0006430966,0.001210926,0.0004006271,0.002250012,0.0006322833,0.0008717074,0.0009291029],"category_scores_gemma":[0.01849456,0.0002770292,0.0003879255,0.001057239,0.0006436644,0.0009813799,0.0007352736,0.0009092474,0.0007762379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000761815,"about_ca_system_score_gemma":0.0005261048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007002708,"about_ca_topic_score_gemma":0.000856699,"domain_scores_codex":[0.9944875,0.001984675,0.0005328635,0.0008943534,0.001838612,0.0002620377],"domain_scores_gemma":[0.9915186,0.003905099,0.001366932,0.0006904387,0.002073554,0.0004453651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003326164,0.0002451966,0.8170466,0.0003802553,0.0002977533,0.000293126,0.0006963258,0.003014142,0.02045271,0.0008181873,0.003090786,0.1503389],"study_design_scores_gemma":[0.0001085763,0.003951671,0.9030614,0.0003355512,0.0006835927,0.002157632,0.001135296,0.01849386,0.04950434,0.002637591,0.01780036,0.0001301153],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9423718,0.02705058,0.01358309,0.001667036,0.0004673451,0.0002216047,0.001150298,0.0003601492,0.01312807],"genre_scores_gemma":[0.9910104,0.002127479,0.004812408,0.000182796,0.0001056151,0.00005093603,0.0008178603,0.000026258,0.0008661597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01250468,"threshold_uncertainty_score":0.06613189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01039374322920693,"score_gpt":0.2248473440125009,"score_spread":0.214453600783294,"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."}}