{"id":"W4412652325","doi":"10.1177/08465371251360188","title":"CARJ 2025: Year in Review","year":2025,"lang":"en","type":"review","venue":"Canadian Association of Radiologists Journal","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002273163,0.001157513,0.003038163,0.007920552,0.001275671,0.00553334,0.002202403,0.003262446,0.04152975],"category_scores_gemma":[0.01017748,0.0006104155,0.001523822,0.007827275,0.0008966996,0.004335962,0.002105681,0.003509005,0.01491512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004100685,"about_ca_system_score_gemma":0.01871669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01042246,"about_ca_topic_score_gemma":0.02427156,"domain_scores_codex":[0.9984955,0.0001600804,0.0002659479,0.0001661549,0.0007070527,0.0002053114],"domain_scores_gemma":[0.9904978,0.001899634,0.001379951,0.0001801182,0.004500259,0.00154229],"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":[0.0001237983,0.00003939222,0.0002045296,0.0563589,0.000149682,0.0001473228,0.00008526511,0.00008996091,0.0003331439,0.001934798,0.6133252,0.3272081],"study_design_scores_gemma":[0.00001847152,0.00002936637,0.0004628351,0.02463992,0.000175848,0.0003026932,0.00005488704,0.00001663635,0.00005592477,0.0004530024,0.9737722,0.0000181582],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007992639,0.9759932,0.00007418883,0.00532051,0.01357302,0.00005991836,0.0003626648,0.00005969728,0.004476787],"genre_scores_gemma":[0.000635784,0.9830267,0.000244938,0.0058776,0.005018965,0.00006150778,0.000470668,0.00002713828,0.004636718],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04152975,"threshold_uncertainty_score":0.1389309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.14880519226358,"score_gpt":0.4734374003912701,"score_spread":0.3246322081276901,"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."}}