{"id":"W2171402256","doi":"10.1200/jco.2013.50.4399","title":"Selective Application of a Test Based on Risk: Using Limited Resources Wisely","year":2013,"lang":"en","type":"letter","venue":"Journal of Clinical Oncology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Ontario Clinical Oncology Group; Juravinski Cancer Centre","funders":"","keywords":"Medicine; Test (biology); Risk analysis (engineering); Intensive care medicine","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":[0.02480025,0.001104283,0.002744719,0.001194287,0.0008427804,0.002780813,0.001803796,0.00154983,0.002743929],"category_scores_gemma":[0.06764262,0.0005625691,0.001744966,0.0009969263,0.001460152,0.003400359,0.002209795,0.002017385,0.001030131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001130825,"about_ca_system_score_gemma":0.002768949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00190681,"about_ca_topic_score_gemma":0.002152465,"domain_scores_codex":[0.9730747,0.01689119,0.002286884,0.002540385,0.004328545,0.0008782833],"domain_scores_gemma":[0.9631159,0.02306769,0.004057706,0.005451977,0.002830912,0.001475827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01192652,0.002020125,0.1660943,0.001214514,0.00228242,0.001512526,0.00164011,0.004850813,0.009092153,0.009300912,0.01252077,0.7775448],"study_design_scores_gemma":[0.007621351,0.04154721,0.4449029,0.007888599,0.01260185,0.01212722,0.004008643,0.08331932,0.06172754,0.1366303,0.1860894,0.001535648],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"editorial","genre_scores_codex":[0.6706873,0.02673467,0.1782921,0.05904571,0.003839805,0.005015113,0.001231878,0.0009462874,0.05420724],"genre_scores_gemma":[0.9318898,0.002072749,0.05172422,0.009408265,0.001067489,0.001700003,0.0002617455,0.0001009047,0.001774903],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.02480025,"threshold_uncertainty_score":0.1311579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1329628663003843,"score_gpt":0.4579898186727269,"score_spread":0.3250269523723426,"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."}}