{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008141223,0.00005643397,0.0001133435,0.00006532655,0.0005674917,0.00009333286,0.0001241401,0.00007751625,0.0004427052],"category_scores_gemma":[0.003683327,0.00005612089,0.0001161698,0.0004026247,0.0003590172,0.0001931483,0.00002307355,0.0001378561,0.0001548111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003341641,"about_ca_system_score_gemma":0.0006822708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007828592,"about_ca_topic_score_gemma":0.0002952725,"domain_scores_codex":[0.9988896,0.0004078241,0.0001905836,0.0001671894,0.000131841,0.0002129095],"domain_scores_gemma":[0.9969073,0.002654563,0.0000726676,0.0001199743,0.00009795465,0.0001475263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005475558,0.0005226833,0.7818157,0.00001176648,0.00005310665,0.000001760608,0.0008237771,0.000002505224,1.550749e-7,0.1832113,0.01385281,0.01969893],"study_design_scores_gemma":[0.0002516251,0.00003186872,0.3144855,0.00004428211,0.0001558583,1.031689e-7,0.009111007,0.000006661489,0.00000136888,0.02991253,0.6458733,0.0001258748],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3023474,0.002569939,0.00030206,0.04426159,0.007039441,0.0003443172,0.00001023075,0.0004966898,0.6426284],"genre_scores_gemma":[0.983812,0.0002813612,0.000006837116,0.004821482,0.0009598437,0.00002078343,0.000004949207,0.000003804327,0.01008893],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6814647,"threshold_uncertainty_score":0.4847312,"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."}}