{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0001721258,0.00009043337,0.0001732542,0.00008664119,0.0001005518,0.00007860714,0.00002441486,0.00005465938,0.0003600866],"category_scores_gemma":[0.01344146,0.00008988508,0.00005511049,0.00013926,0.00006328707,0.0001212521,0.0000153133,0.0001708468,0.00002223155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003781613,"about_ca_system_score_gemma":0.003227039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001709565,"about_ca_topic_score_gemma":0.000006454821,"domain_scores_codex":[0.9992833,0.0000355605,0.0002506964,0.0001778067,0.0001227634,0.0001298881],"domain_scores_gemma":[0.9978967,0.001386661,0.00008539027,0.0001235255,0.0002971955,0.0002105258],"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":[0.00001745884,0.000230119,0.006442153,0.00005037606,0.0000349174,0.00000664671,0.005918654,0.000002115438,0.00006451261,0.00290124,0.002632502,0.9816993],"study_design_scores_gemma":[0.0031549,0.0007751138,0.433196,0.008631416,0.0009316885,0.001801365,0.3844902,0.007021914,0.0007551062,0.004254297,0.1540885,0.0008994888],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8069105,0.001312544,0.0006127151,0.009505471,0.0009602369,0.0001395128,0.000001826777,0.000098444,0.1804587],"genre_scores_gemma":[0.9785386,0.0004813017,0.006448541,0.002899579,0.0002639847,0.00002292892,0.0002979054,0.00001254453,0.01103457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9807998,"threshold_uncertainty_score":0.9948688,"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."}}