{"id":"W3138807767","doi":"10.36834/cmej.71042","title":"Changes to pediatric resident medical education during COVID-19","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Betacoronavirus; Medicine; Computational biology; Virology; Biology; Internal medicine; Outbreak; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001895072,0.0001581485,0.0002411734,0.0005970395,0.00193442,0.00004411522,0.0003753254,0.0004095062,0.1271798],"category_scores_gemma":[0.07155969,0.0001522047,0.00006114562,0.0006848151,0.00004049719,0.00008604197,0.00006145096,0.002046646,0.0005988181],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002562796,"about_ca_system_score_gemma":0.5586618,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01604041,"about_ca_topic_score_gemma":0.3679051,"domain_scores_codex":[0.9960344,0.0007814207,0.0006939971,0.000333647,0.001303677,0.000852899],"domain_scores_gemma":[0.9596304,0.0001830569,0.0001938079,0.0002811212,0.0005528014,0.03915879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001087883,0.0001466562,0.03524036,0.0003423406,0.000007490833,0.0001187604,0.006354336,6.688389e-7,0.000002600602,0.001178596,0.9427966,0.01380075],"study_design_scores_gemma":[0.0006762513,0.0000244512,0.1007478,0.0008935793,0.00002250767,0.0007739835,0.01585597,0.000006453256,0.000002696097,0.0004505926,0.8803246,0.0002211254],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2624553,0.001710839,0.00003948361,0.7238554,0.009484609,0.000327702,0.000008755722,0.00003166932,0.0020862],"genre_scores_gemma":[0.2066724,0.002917887,0.0001896761,0.7557474,0.02513277,0.00003368732,0.0000649017,0.00003935384,0.009201985],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.556099,"threshold_uncertainty_score":0.9993649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03707670617691387,"score_gpt":0.4349612364557991,"score_spread":0.3978845302788852,"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."}}