{"id":"W2192631088","doi":"","title":"Imaging appropriateness criteria: why Canadian family physicians should care.","year":2014,"lang":"en","type":"article","venue":"PubMed","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Warrant; Primary care; Computed tomography; Appropriateness criteria; Medicine; Magnetic resonance imaging; Family medicine; Medical physics; Medical imaging; Health care; Radiology; Political science","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":[0.005048422,0.0004339071,0.0005332421,0.001942886,0.00659054,0.002998446,0.002164786,0.005712994,0.006010469],"category_scores_gemma":[0.04369503,0.0003716761,0.000451855,0.002211302,0.004041545,0.002604497,0.001647326,0.008583521,0.001243484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02850328,"about_ca_system_score_gemma":0.0739438,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8233186,"about_ca_topic_score_gemma":0.9242173,"domain_scores_codex":[0.9946859,0.0007582597,0.0005031718,0.0004806327,0.002914228,0.0006578833],"domain_scores_gemma":[0.9581946,0.004215495,0.002101386,0.0006380027,0.02630325,0.00854735],"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":[0.00002605089,0.00002645805,0.01949027,0.0001764939,0.00002134419,0.0008302849,0.0009484764,0.0001170202,0.0002914,0.003756803,0.8921601,0.08215524],"study_design_scores_gemma":[0.00008354824,0.00006225094,0.1018216,0.003846347,0.00009102384,0.007113171,0.008941097,0.000985953,0.0004287171,0.01626649,0.8600723,0.0002875083],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004746116,0.02072422,0.00139256,0.9456149,0.004444657,0.00004867477,0.0004920223,0.0001249024,0.02241186],"genre_scores_gemma":[0.3384841,0.05346413,0.02605149,0.5486411,0.01525926,0.0001629208,0.001949913,0.0004076095,0.01557948],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1766814,"threshold_uncertainty_score":0.3554438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02479674910566617,"score_gpt":0.2469217697268872,"score_spread":0.222125020621221,"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."}}