{"id":"W4413693646","doi":"10.1017/cjn.2025.10396","title":"Lost and Found: A Brain Abscess and the Hidden Thumbtack","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Infectious Encephalopathies and Encephalitis","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Brain abscess; Abscess; Medicine; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.004872963,0.000234357,0.0004974291,0.0006046209,0.00273864,0.0007566272,0.0007283722,0.0001395285,0.00008184323],"category_scores_gemma":[0.002823401,0.0001240075,0.0001441572,0.0009601763,0.01510698,0.0004802899,0.00008389066,0.0009900698,0.000001406644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009781162,"about_ca_system_score_gemma":0.002135279,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003113139,"about_ca_topic_score_gemma":0.05131639,"domain_scores_codex":[0.9970649,0.0006705336,0.0006031787,0.0003777924,0.0004470185,0.0008365822],"domain_scores_gemma":[0.99717,0.001080083,0.0003558454,0.0001225468,0.0002995514,0.0009719908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003906584,0.00002154951,0.9547036,0.00003284058,0.00003761628,0.003837896,0.001380616,0.00009141253,0.00002307046,0.02150067,0.002431541,0.01554851],"study_design_scores_gemma":[0.002755842,0.04018966,0.6701404,0.0002592092,0.0001867293,0.121702,0.001623114,0.001824339,0.00003204905,0.1478205,0.01305774,0.0004082826],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9488453,0.003382659,0.00002070744,0.0369296,0.0005806077,0.0002179587,0.000003426518,0.000009267976,0.01001048],"genre_scores_gemma":[0.9818415,0.0009451228,0.0004346157,0.01638984,0.0001835376,0.000002667512,7.376384e-8,0.000005454015,0.0001971736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2845632,"threshold_uncertainty_score":0.9985597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01848188610639204,"score_gpt":0.2715996933476529,"score_spread":0.2531178072412608,"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."}}