{"id":"W4387537236","doi":"10.3389/fneur.2023.1244006","title":"Classification of subdural hematomas: proposal for a new system improving the ICD Coding Tools","year":2023,"lang":"en","type":"article","venue":"Frontiers in Neurology","topic":"Neurosurgical Procedures and Complications","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Subdural Hematomas; Coding (social sciences); ICD-10; Computer science; Medicine; Radiology; Hematoma; Mathematics; Psychiatry","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":[0.05871636,0.002280711,0.002847726,0.01798714,0.003149826,0.007356436,0.006611972,0.002804636,0.002248522],"category_scores_gemma":[0.1040939,0.001087821,0.003578032,0.009828598,0.004484749,0.01192017,0.005467561,0.006085814,0.001622114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007968461,"about_ca_system_score_gemma":0.01877733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00934819,"about_ca_topic_score_gemma":0.006986234,"domain_scores_codex":[0.9665299,0.01271014,0.01089828,0.002357306,0.006325227,0.001179162],"domain_scores_gemma":[0.882996,0.0371744,0.01201557,0.008794633,0.05571987,0.0032995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006887087,0.001078823,0.2576292,0.002856287,0.0003404981,0.0008051597,0.007105802,0.007049948,0.00444565,0.0668082,0.05303289,0.5981589],"study_design_scores_gemma":[0.00157937,0.00384603,0.3108279,0.01141472,0.001981001,0.007562507,0.02558738,0.2105328,0.008406851,0.1911206,0.2254214,0.001719346],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09955082,0.006974339,0.798741,0.05472108,0.007749888,0.01181272,0.006080995,0.003300766,0.01106846],"genre_scores_gemma":[0.06388677,0.0009711061,0.9249634,0.001250383,0.0007401248,0.004073468,0.003524255,0.0001272704,0.0004631768],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.05871636,"threshold_uncertainty_score":0.3105255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03466246005220328,"score_gpt":0.2801516074513019,"score_spread":0.2454891473990986,"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."}}