{"id":"W3153067135","doi":"10.1177/08465371211008428","title":"CARJ 2021: Year in Review","year":2021,"lang":"en","type":"review","venue":"Canadian Association of Radiologists Journal","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"","keywords":"Medicine; Coronavirus disease 2019 (COVID-19); Pandemic; Burnout; 2019-20 coronavirus outbreak; Value (mathematics); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Engineering ethics; Patient care; Medical education; Nursing; Pathology; Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001553178,0.001043165,0.002473692,0.005746393,0.000716655,0.003177169,0.001634757,0.002451976,0.02836662],"category_scores_gemma":[0.00639564,0.0005081013,0.001358397,0.006806932,0.0006481607,0.003543078,0.001597016,0.002336776,0.007323181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002080213,"about_ca_system_score_gemma":0.009291251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005773189,"about_ca_topic_score_gemma":0.01034741,"domain_scores_codex":[0.9992478,0.00009247005,0.0001660535,0.0001002624,0.0002979029,0.00009544258],"domain_scores_gemma":[0.9957532,0.001502622,0.0007002804,0.00008577821,0.001525133,0.0004331192],"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":[0.0001639778,0.0000427772,0.0002288204,0.1133614,0.0001939878,0.0002208954,0.000110024,0.0001768362,0.0005290322,0.002434224,0.2997296,0.5828084],"study_design_scores_gemma":[0.00001977907,0.00004981328,0.00058944,0.03450951,0.0002959915,0.0006755193,0.00006991687,0.00002686164,0.00009297847,0.0005505538,0.9630999,0.00001976739],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000593862,0.994436,0.0000447818,0.001285626,0.002387532,0.00001895765,0.0001555612,0.0000207482,0.001591319],"genre_scores_gemma":[0.0003815403,0.9960434,0.00009643897,0.001296114,0.0009729319,0.0000171494,0.0001818333,0.000008067907,0.001002547],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02836662,"threshold_uncertainty_score":0.09489584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03638467132351195,"score_gpt":0.3477635474071,"score_spread":0.311378876083588,"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."}}