{"id":"W3110617514","doi":"10.1016/j.radi.2020.10.017","title":"CTSim: Changing teaching practice in radiography with simulation","year":2020,"lang":"en","type":"article","venue":"Radiography","topic":"Radiology practices and education","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Intervention (counseling); Radiography; Medical physics; Test (biology); Medicine; Clinical Practice; Component (thermodynamics); Computer science; Simulation; Physical therapy; Radiology; Nursing","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":[0.0005458033,0.0001732411,0.0003155427,0.001038416,0.0001321196,0.00003627482,0.00007905738,0.00009983872,0.00002444268],"category_scores_gemma":[0.0004245054,0.0001494021,0.0001400705,0.002119344,0.00006321809,0.0006134013,0.00001190717,0.0005393639,0.00001100921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000273353,"about_ca_system_score_gemma":0.00004852553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005130115,"about_ca_topic_score_gemma":0.000002721101,"domain_scores_codex":[0.9986241,0.0001708831,0.0002668517,0.0003685799,0.0002238218,0.0003457906],"domain_scores_gemma":[0.998857,0.0004678299,0.000192598,0.0002173295,0.00006216662,0.0002030883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003670456,0.0009756256,0.8724983,0.0003299699,0.001024561,0.0004416815,0.04536596,0.02383728,0.00160771,0.001502559,0.003130578,0.04561536],"study_design_scores_gemma":[0.01020809,0.004199202,0.3382834,0.0005745278,0.001729078,0.0008923499,0.02494803,0.09896906,0.0002413777,0.0001561831,0.5184443,0.001354389],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9488176,0.002630488,0.007393041,0.02657535,0.0002279435,0.0008210966,0.00000257769,0.0002288539,0.01330311],"genre_scores_gemma":[0.9835393,0.000223805,0.01062777,0.005046351,0.0004613553,0.000023092,0.0000323681,0.0000305712,0.00001543242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5342149,"threshold_uncertainty_score":0.609244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01850847428999857,"score_gpt":0.3164625060212587,"score_spread":0.2979540317312602,"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."}}