{"id":"W4223451668","doi":"10.3390/curroncol29040213","title":"Clinical Utility of Multigene Profiling Assays in Early-Stage Invasive Breast Cancer: An Ontario Health (Cancer Care Ontario) Clinical Practice Guideline","year":2022,"lang":"en","type":"article","venue":"Current Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Health Sciences Centre; Sinai Health System; Sunnybrook Health Science Centre; Queen's University; London Health Sciences Centre; McMaster University; Cancer Care Ontario; Ontario Institute for Cancer Research","funders":"","keywords":"Medicine; Guideline; Breast cancer; Clinical Practice; Profiling (computer programming); Oncology; Stage (stratigraphy); Health care; Cancer; Bioinformatics; Gynecology; Internal medicine; Family medicine; Pathology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01210105,0.001176676,0.002339182,0.003956072,0.001788759,0.002425967,0.006267695,0.00600608,0.004127319],"category_scores_gemma":[0.0329689,0.0009646983,0.004515111,0.004455842,0.001427213,0.001508686,0.002068195,0.004325727,0.002086953],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02240566,"about_ca_system_score_gemma":0.06459663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4053085,"about_ca_topic_score_gemma":0.641993,"domain_scores_codex":[0.9880416,0.003109389,0.003114768,0.0005145716,0.004619781,0.0005997726],"domain_scores_gemma":[0.9671069,0.005872891,0.003360555,0.0005213981,0.02167621,0.001462012],"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":[0.0001484165,0.0001270706,0.005790741,0.01809828,0.0004874254,0.0005563078,0.0007886681,0.001298465,0.0008173757,0.003617048,0.7827401,0.1855301],"study_design_scores_gemma":[0.0009225372,0.0001616393,0.0228751,0.07487719,0.002033437,0.000901201,0.0004499656,0.002221093,0.0006537745,0.00469662,0.890012,0.0001954113],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.009595604,0.3825847,0.02872881,0.3728254,0.008307061,0.01649844,0.03430842,0.00145776,0.1456939],"genre_scores_gemma":[0.0991771,0.3655386,0.2671098,0.1516486,0.004116689,0.02098683,0.04354697,0.0004947201,0.04738075],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9775943,"threshold_uncertainty_score":0.8058987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1437106699168822,"score_gpt":0.4950009302972255,"score_spread":0.3512902603803433,"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."}}