{"id":"W2900871316","doi":"10.1186/s12909-018-1364-2","title":"E-learning for chest x-ray interpretation improves medical student skills and confidence levels","year":2018,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Radiology practices and education","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Interpretation (philosophy); Medical education; Educational measurement; Psychology; Medicine; Curriculum; Computer science; Pedagogy","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001425936,0.0001182709,0.0002137408,0.00008824329,0.000144233,0.00003419176,0.0001140324,0.0002470561,0.0009681844],"category_scores_gemma":[0.02067823,0.00009780156,0.00004166839,0.0001007381,0.0003107075,0.0001811547,0.00003050812,0.0002791727,0.00004228975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006318035,"about_ca_system_score_gemma":0.003209284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004154364,"about_ca_topic_score_gemma":0.00004265377,"domain_scores_codex":[0.9984718,0.0001318764,0.0003514996,0.0003258954,0.0005119892,0.0002069155],"domain_scores_gemma":[0.9978795,0.0009930042,0.0001741224,0.0001650619,0.0002968766,0.0004914441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003836048,0.002286958,0.1113312,0.0007689332,0.0001367955,0.000002335539,0.01728173,0.000001484373,0.001548988,0.003060442,0.01191343,0.8512841],"study_design_scores_gemma":[0.00202363,0.001804459,0.9438665,0.0009990676,0.0002400529,0.0002711472,0.008960118,0.01697349,0.0003695152,0.0006544059,0.0235661,0.0002715026],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9528612,0.000321814,0.03202214,0.01124106,0.002105606,0.0005837796,5.129555e-7,0.00004987669,0.0008139875],"genre_scores_gemma":[0.988254,0.0001721491,0.004909302,0.00334412,0.001824487,0.0001515101,0.00005108929,0.00001556172,0.001277744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8510126,"threshold_uncertainty_score":0.999945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02212223168746808,"score_gpt":0.4075856688042841,"score_spread":0.385463437116816,"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."}}