{"id":"W1987877437","doi":"10.1097/pai.0b013e3181e2de01","title":"Canadian External Quality Assurance Program for Breast Cancer Biomarkers","year":2010,"lang":"en","type":"letter","venue":"Applied immunohistochemistry & molecular morphology","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Quality assurance; Breast cancer; Medicine; Oncology; Management; Internal medicine; Cancer; External quality assessment; Pathology; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01936961,0.0006766591,0.0008082665,0.002983437,0.006861571,0.003146935,0.003990072,0.004909099,0.03118504],"category_scores_gemma":[0.04806607,0.0006668424,0.0009184084,0.003457437,0.001952514,0.001244696,0.002775845,0.006209988,0.006310572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06110976,"about_ca_system_score_gemma":0.27398,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9084253,"about_ca_topic_score_gemma":0.936704,"domain_scores_codex":[0.9750343,0.00257235,0.001178377,0.001859939,0.01725635,0.002098696],"domain_scores_gemma":[0.8527045,0.008539144,0.003107752,0.005829102,0.1208758,0.008943772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008104624,0.00005836112,0.006154441,0.000184139,0.00002122646,0.000124112,0.0001541,0.0001773586,0.0005035624,0.005628467,0.9232447,0.0636685],"study_design_scores_gemma":[0.00005883707,0.00003468713,0.01706938,0.0002790071,0.0000188245,0.0001363542,0.0001151042,0.0003771512,0.000424513,0.0007871318,0.9806644,0.00003443923],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.00672906,0.01272473,0.01358697,0.5262464,0.01115178,0.004862117,0.02057094,0.002085763,0.4020422],"genre_scores_gemma":[0.09374476,0.01639187,0.05019106,0.3341288,0.002937931,0.004328078,0.01953234,0.0009534087,0.4777918],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.09157473,"threshold_uncertainty_score":0.4433844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04380425527993605,"score_gpt":0.4232017717805012,"score_spread":0.3793975165005651,"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."}}