{"id":"W1811235998","doi":"10.1111/ecc.12398","title":"Patterns of practice in oncology: is progress reaching our practice?","year":2015,"lang":"en","type":"letter","venue":"European Journal of Cancer Care","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Reimbursement; Anticipation (artificial intelligence); Enthusiasm; Intensive care medicine; Clinical Practice; Audit; Disease; Family medicine; Health care; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.08744427,0.0003829587,0.001136456,0.004822654,0.003888963,0.01624698,0.00379194,0.005021567,0.004007358],"category_scores_gemma":[0.2587994,0.0009504656,0.000717083,0.01195875,0.01050089,0.01968832,0.0101264,0.007766201,0.001293653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0181158,"about_ca_system_score_gemma":0.04785088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01875063,"about_ca_topic_score_gemma":0.01747588,"domain_scores_codex":[0.8537602,0.06881261,0.02300381,0.01133777,0.03755183,0.005533729],"domain_scores_gemma":[0.6586687,0.1463073,0.06606859,0.02059028,0.07857359,0.02979147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002149033,0.0002310971,0.1714891,0.00621477,0.0001883712,0.0006829108,0.1117898,0.0005980594,0.0006197915,0.03466334,0.08764338,0.5856645],"study_design_scores_gemma":[0.0001429376,0.000577482,0.2166383,0.03558205,0.0001278614,0.003341768,0.2326123,0.001914724,0.000670073,0.07339165,0.4345257,0.0004751126],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.09039634,0.04859965,0.01061963,0.8230774,0.003227708,0.000508628,0.0006554679,0.0003445128,0.02257071],"genre_scores_gemma":[0.8470865,0.04629004,0.0291719,0.07119182,0.001207637,0.0007634276,0.0009566764,0.0003712451,0.002960743],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08744427,"threshold_uncertainty_score":0.462455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0378494461205641,"score_gpt":0.3774756749990305,"score_spread":0.3396262288784664,"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."}}