{"id":"W2089858155","doi":"10.1016/s0009-9260(02)00524-x","title":"Assessing the Long-term Effect of Educational Reminder Messages on Primary Care Radiology Referrals","year":2003,"lang":"en","type":"article","venue":"Clinical Radiology","topic":"Radiology practices and education","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Population and Public Health; University of Ottawa","funders":"","keywords":"Medicine; Referral; Radiography; Randomized controlled trial; Physical therapy; Intervention (counseling); Poisson regression; Lumbar spine; Lumbar; Primary care; Family medicine; Surgery; Nursing; Population","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.002509335,0.0002099803,0.0008722716,0.00009113261,0.000140591,0.00001153033,0.0001988701,0.0005487091,0.0003743269],"category_scores_gemma":[0.007238505,0.0001269828,0.0002560566,0.000134338,0.0008288092,0.00009817024,0.00002361086,0.0008406737,0.00005618316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001281694,"about_ca_system_score_gemma":0.0005554819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000363504,"about_ca_topic_score_gemma":0.000001568013,"domain_scores_codex":[0.9955102,0.002731255,0.0008014155,0.000494551,0.0001256404,0.0003369164],"domain_scores_gemma":[0.9845097,0.01413729,0.0004650138,0.0006259928,0.0001228059,0.0001391654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004227775,0.0002034632,0.979783,0.0001281389,0.0002301744,0.00001208959,0.0001439571,0.000009948665,0.0005151693,0.002402714,0.006220193,0.009928401],"study_design_scores_gemma":[0.001518835,0.002063521,0.9913017,0.00008362804,0.0003155632,0.001056402,0.0001110131,0.000003074202,0.0003246368,0.0002160205,0.002887561,0.0001180397],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9694341,0.003757643,0.00003568945,0.005804505,0.002656541,0.0004465847,0.000001670545,0.00001636311,0.01784693],"genre_scores_gemma":[0.9948057,0.0006604574,0.0003152225,0.00240708,0.0009104893,0.0000475118,0.0001517509,0.00002246619,0.000679323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02537163,"threshold_uncertainty_score":0.8665689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09510648040008984,"score_gpt":0.4862521383335087,"score_spread":0.3911456579334189,"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."}}