{"id":"W3134009116","doi":"10.1002/aet2.10592","title":"Image interpretation: Learning analytics–informed education opportunities","year":2021,"lang":"en","type":"article","venue":"AEM Education and Training","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"Hospital for Sick Children","keywords":"Pneumonia; Medicine; Chest radiograph; Radiography; Confidence interval; Interpretation (philosophy); Radiology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0046774,0.0009498455,0.0004619358,0.001631749,0.0004385723,0.003370909,0.001787388,0.00129915,0.01350699],"category_scores_gemma":[0.04102595,0.0003814999,0.0006741615,0.0008830934,0.0006336087,0.003667543,0.003075987,0.001332941,0.004103287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006643906,"about_ca_system_score_gemma":0.001524892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003026541,"about_ca_topic_score_gemma":0.0005528342,"domain_scores_codex":[0.9962837,0.002089768,0.0001738685,0.0003929733,0.0008090236,0.0002506934],"domain_scores_gemma":[0.9700808,0.02101873,0.002758101,0.001983633,0.002125074,0.002033734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000380817,0.002206239,0.03479714,0.00105989,0.00006450621,0.0005401555,0.003964694,0.002911001,0.003117735,0.004618372,0.03594323,0.9103962],"study_design_scores_gemma":[0.0009785343,0.008090121,0.1665704,0.006733739,0.0004203822,0.007310483,0.01563632,0.09014808,0.03413523,0.3093904,0.3600509,0.0005355589],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.455835,0.00553126,0.3900408,0.03983057,0.000869884,0.002292558,0.002525644,0.01218429,0.09089015],"genre_scores_gemma":[0.6894562,0.002984299,0.292902,0.003362773,0.000777153,0.001163688,0.001279852,0.0003165651,0.007757413],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01350699,"threshold_uncertainty_score":0.04518533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07781740510588091,"score_gpt":0.3908629348786579,"score_spread":0.3130455297727769,"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."}}