{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001761192,0.0002211345,0.002231009,0.0006443984,0.00005223088,0.00003235395,0.0001755295,0.0003677846,0.0009009741],"category_scores_gemma":[0.003585023,0.000197221,0.0006277785,0.0006752706,0.00002597059,0.00008114066,0.00001062303,0.001053203,0.00006287164],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004872634,"about_ca_system_score_gemma":0.007110368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001058363,"about_ca_topic_score_gemma":0.00271089,"domain_scores_codex":[0.9974927,0.0005116536,0.001079144,0.0002155904,0.0003066734,0.0003942866],"domain_scores_gemma":[0.9976842,0.0001860744,0.001210061,0.0002346513,0.0002520481,0.0004329631],"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":[7.893787e-7,0.00001567483,0.003470086,0.006429525,0.0003609387,0.0004684025,0.00003144729,0.000001126442,6.335325e-8,0.00005803361,0.2409734,0.7481905],"study_design_scores_gemma":[0.0002794043,0.00002315466,0.0005962235,0.04450094,0.0005820748,0.0006875918,0.00001627334,0.000001279275,9.353493e-8,0.000005023115,0.9531627,0.0001451894],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003425664,0.993062,0.000003915489,0.001561592,0.000459955,0.0003471403,0.00005688198,0.000004122674,0.004500938],"genre_scores_gemma":[0.00001601588,0.9960067,0.000106059,0.0007434635,0.0005612598,0.00001081282,0.0002118417,0.00002719404,0.00231664],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7480453,"threshold_uncertainty_score":0.9989475,"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."}}