{"id":"W2986967600","doi":"10.1111/acem.13885","title":"Hot Off the Press: The Effect of Financial Incentives on Patient Decisions to Undergo Low‐value Head CT Scans","year":2019,"lang":"en","type":"article","venue":"Academic Emergency Medicine","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Calgary","funders":"","keywords":"Medicine; Value (mathematics); Incentive; Head (geology); Nuclear medicine; Radiology; Medical physics; Microeconomics; Statistics; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.006493333,0.0003336886,0.0005211334,0.0004964527,0.00135739,0.002847577,0.0009135947,0.002385673,0.0186326],"category_scores_gemma":[0.1133891,0.0003158121,0.001562621,0.0009675412,0.0008999899,0.001972658,0.001173747,0.004100515,0.0009800844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002007182,"about_ca_system_score_gemma":0.002126186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005933763,"about_ca_topic_score_gemma":0.006592385,"domain_scores_codex":[0.9934861,0.005027283,0.000220301,0.000261279,0.0004044485,0.0006006161],"domain_scores_gemma":[0.8552672,0.1144296,0.01940796,0.00164729,0.001775999,0.007471937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02016912,0.00683273,0.8180034,0.0003631242,0.001653918,0.001104276,0.001476134,0.003825028,0.0002979405,0.004423705,0.02691004,0.1149407],"study_design_scores_gemma":[0.003143461,0.007054936,0.9482725,0.0004357153,0.001135592,0.0008324142,0.005329852,0.01493539,0.0005111222,0.01120946,0.006886667,0.00025287],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9703065,0.001903919,0.0002182929,0.02130473,0.0002057738,0.00005367009,0.0004054004,0.00001812073,0.005583634],"genre_scores_gemma":[0.996206,0.0004481443,0.0001798583,0.002320104,0.0001674717,0.00003599231,0.00008422763,0.000009101174,0.0005489828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0186326,"threshold_uncertainty_score":0.06233221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3613506401822417,"score_gpt":0.5450585185167026,"score_spread":0.183707878334461,"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."}}