{"id":"W7125956630","doi":"10.1093/cid/ciaf720","title":"Changing Course","year":2025,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Lesion; Brain abscess; Soft tissue; Abscess; Magnetic resonance imaging; Lung; Positron emission tomography; Kidney 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":[0.0003451657,0.0004512629,0.0005060999,0.0005769058,0.001847253,0.001410108,0.0009196478,0.001412405,0.1040137],"category_scores_gemma":[0.002711681,0.0001138315,0.0004280366,0.0007693762,0.0004786603,0.001610547,0.00139017,0.002536307,0.03197204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001454803,"about_ca_system_score_gemma":0.001566343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003543554,"about_ca_topic_score_gemma":0.004602836,"domain_scores_codex":[0.9995381,0.00005457172,0.00003326724,0.0001017566,0.0001226063,0.0001498059],"domain_scores_gemma":[0.9990913,0.00006942792,0.00008123374,0.00006694773,0.0002393625,0.0004517375],"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":[0.0003681241,0.0008188571,0.02645243,0.0005285036,0.00007357541,0.02738569,0.001075753,0.0003385589,0.001379343,0.02397994,0.4933152,0.424284],"study_design_scores_gemma":[0.00006663685,0.0001806223,0.009142121,0.0007247327,0.00004071277,0.03330242,0.0009912082,0.0003199478,0.0002751764,0.01010631,0.9448184,0.00003172039],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.05742131,0.03235038,0.005488702,0.05542321,0.01032508,0.0005347363,0.004417654,0.001203396,0.8328356],"genre_scores_gemma":[0.3176885,0.02930472,0.004912258,0.06678608,0.005599137,0.0004134648,0.00826123,0.0005138498,0.5665207],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.1040137,"threshold_uncertainty_score":0.3479604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08817761395062419,"score_gpt":0.5055340772740077,"score_spread":0.4173564633233835,"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."}}