{"id":"W2921125058","doi":"10.5206/uwomj.v85i1.4212","title":"Companion diagnostics and the age of personalized medicine in oncology","year":2016,"lang":"en","type":"article","venue":"University of Western Ontario Medical Journal","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Companion diagnostic; Trastuzumab; Medicine; Personalized medicine; Molecular diagnostics; Precision medicine; Intensive care medicine; Targeted therapy; Clinical trial; Oncology; Medical physics; Internal medicine; Cancer; Pathology; Bioinformatics; Breast cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02894173,0.001061502,0.002358311,0.002567417,0.003344065,0.01094425,0.002306744,0.01509533,0.01068642],"category_scores_gemma":[0.03579318,0.0006866702,0.001029201,0.002042081,0.03113019,0.02634837,0.00848426,0.02863211,0.003533276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01012173,"about_ca_system_score_gemma":0.007711514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002625786,"about_ca_topic_score_gemma":0.002647254,"domain_scores_codex":[0.9865346,0.006492469,0.0008400085,0.001623546,0.003713578,0.000795737],"domain_scores_gemma":[0.9535166,0.03233042,0.002044586,0.003224937,0.004312209,0.004571288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001528699,0.00009595246,0.0009773867,0.001114651,0.00006381651,0.0003536729,0.00219899,0.0004687116,0.0004507792,0.6230185,0.2045436,0.1665611],"study_design_scores_gemma":[0.00003213486,0.00009182462,0.0006795849,0.001258375,0.00002089329,0.0008318078,0.0008060536,0.0003102411,0.0001671572,0.3611027,0.6346425,0.00005675232],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001092286,0.2737688,0.008113826,0.6828508,0.01076714,0.00002290756,0.00009843164,0.0001893451,0.02309646],"genre_scores_gemma":[0.06968985,0.4906951,0.02061132,0.3485132,0.05537458,0.0001732245,0.0002175752,0.0003144129,0.01441078],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02894173,"threshold_uncertainty_score":0.1530603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02937855164221299,"score_gpt":0.2948070345759077,"score_spread":0.2654284829336948,"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."}}