{"id":"W1773373689","doi":"10.3747/co.22.2532","title":"Patient Preferences for Timing and Access to Radiation Therapy","year":2015,"lang":"en","type":"article","venue":"Current Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of British Columbia; BC Cancer Agency","funders":"Canadian Association of Radiation Oncology","keywords":"Medicine; Referral; Preference; Family medicine; Pediatrics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001589488,0.00008842546,0.0002292275,0.00007600895,0.00005276522,0.000008917888,0.00006204824,0.00009006665,0.00002285002],"category_scores_gemma":[0.0001614463,0.00006614251,0.00002505984,0.00007463446,0.00006901491,0.00009147853,0.00002546284,0.00009618774,0.00000468491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001606025,"about_ca_system_score_gemma":0.0001902803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001615796,"about_ca_topic_score_gemma":0.000005240442,"domain_scores_codex":[0.9993621,0.00004856987,0.000156534,0.0001975791,0.00007410284,0.0001610939],"domain_scores_gemma":[0.999374,0.0001897095,0.00007334724,0.00009475151,0.0001049063,0.0001632903],"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":[0.0007646046,0.0002129604,0.03544502,0.00001610283,0.00002186506,0.000001486141,0.001504643,0.00001430045,0.00006801682,0.0001123528,0.01435476,0.9474839],"study_design_scores_gemma":[0.003116977,0.004433007,0.01236614,0.00002201694,0.00001892769,0.00002340339,0.0001463363,0.000214197,0.0003786307,0.001352489,0.977838,0.00008988887],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9651303,0.01255951,0.01097886,0.004087322,0.003995818,0.001578479,0.00000984782,0.00005496075,0.001604929],"genre_scores_gemma":[0.9752915,0.00604062,0.01131031,0.004694622,0.001721168,0.0007106703,0.00006625971,0.00002898729,0.0001358959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9634832,"threshold_uncertainty_score":0.2697213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2678270871619277,"score_gpt":0.5304330674645688,"score_spread":0.262605980302641,"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."}}