{"id":"W2786355891","doi":"10.1056/em201106170000008","title":"Orders for Ankle Radiographs Increased Over 7 Years","year":2011,"lang":"en","type":"article","venue":"Journal watch","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Ankle; Radiography; Physical medicine and rehabilitation; Orthodontics; Physical therapy; Radiology; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00101298,0.00008088761,0.0001838323,0.00008593526,0.00007037709,0.00002109619,0.00007085636,0.00006294182,0.001313372],"category_scores_gemma":[0.001373642,0.00006773482,0.0001933692,0.0001577255,0.00002925474,0.000192565,0.00001562415,0.0002570013,0.00002761198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006105577,"about_ca_system_score_gemma":0.0001176052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003362791,"about_ca_topic_score_gemma":0.00003904895,"domain_scores_codex":[0.9988356,0.00004597892,0.0005672553,0.0001187679,0.0002329356,0.0001994442],"domain_scores_gemma":[0.9989294,0.000291431,0.0002357043,0.000146619,0.000193807,0.0002029987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003278648,0.0007281835,0.2743237,0.00005468557,0.0004864363,0.0002131837,0.001241249,0.000001862131,0.003689493,0.0001432974,0.6377372,0.07810214],"study_design_scores_gemma":[0.01690253,0.001957609,0.4803862,0.00009970382,0.0009766832,0.001018117,0.001153629,0.0005269278,0.0009368905,0.007111296,0.4885968,0.0003336281],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875601,0.00007853249,0.003011098,0.007721832,0.0005081741,0.0004496162,0.00000860118,0.00002918088,0.0006328475],"genre_scores_gemma":[0.9645374,0.0003042326,0.03024169,0.003819904,0.0006742054,0.00001190641,0.00002172481,0.00003163077,0.0003572505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2060625,"threshold_uncertainty_score":0.9995996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2299528631762384,"score_gpt":0.4527526666592275,"score_spread":0.222799803482989,"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."}}