{"id":"W2756510003","doi":"10.2196/resprot.8007","title":"Educational Module Intervention for Radiographers to Reduce Repetition Rate of Routine Digital Chest Radiography in Makkah Region of Saudi Arabia Tertiary Hospitals: Protocol of a Quasi-Experimental Study","year":2017,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Digital Radiography and Breast Imaging","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Radiography; Repetition (rhetorical device); Intervention (counseling); Protocol (science); Medical physics; Physical therapy; Surgery; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001816485,0.000235396,0.0006042498,0.001516063,0.0001285935,0.0001454574,0.0004980399,0.00008726757,0.00002109393],"category_scores_gemma":[0.0005400535,0.000217284,0.0005166962,0.0009594805,0.0005936178,0.0009487643,0.0001662116,0.0002558472,0.000001176389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009349631,"about_ca_system_score_gemma":0.0001669336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001595599,"about_ca_topic_score_gemma":0.000008111843,"domain_scores_codex":[0.9970389,0.0002233299,0.001037773,0.0005710665,0.0006768074,0.0004520932],"domain_scores_gemma":[0.9973357,0.0001335926,0.0006401427,0.0009606347,0.0007336266,0.0001963366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01480702,0.0472867,0.8841813,0.004578488,0.0002403338,0.00002213974,0.001319725,0.000003131645,0.02031662,0.0003607719,0.002069618,0.02481414],"study_design_scores_gemma":[0.01408451,0.02580185,0.8818614,0.01084292,0.00001351446,0.00003015689,0.00146805,0.00007063389,0.06387766,0.001076303,0.0006106938,0.0002622442],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.3787146,0.000003893756,0.00007673702,0.0003893793,0.000008756929,0.6201414,0.00003808892,0.00001359037,0.0006135804],"genre_scores_gemma":[0.4991768,1.254603e-7,0.0002396957,0.000003434675,0.00004110377,0.5004368,0.00001731589,0.00001967313,0.00006503971],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1204622,"threshold_uncertainty_score":0.8860586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1054887521874663,"score_gpt":0.4984098639567701,"score_spread":0.3929211117693038,"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."}}