{"id":"W4407241042","doi":"10.1016/j.bas.2025.104205","title":"The management of odontoid fractures through the lens of evolution in classification schemes: A systematic review with illustrative case examples","year":2025,"lang":"en","type":"review","venue":"Brain and Spine","topic":"Spinal Fractures and Fixation Techniques","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto Western Hospital; University Health Network","funders":"","keywords":"Classification scheme; Computer science; Artificial intelligence; Geology; Data science","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":[0.007521867,0.001104265,0.002477312,0.02114748,0.00095297,0.002195719,0.001200519,0.001929072,0.001469885],"category_scores_gemma":[0.02703555,0.0006709884,0.0030933,0.021186,0.00125573,0.003152187,0.001559303,0.0009406758,0.0002072982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003059194,"about_ca_system_score_gemma":0.00745915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004741648,"about_ca_topic_score_gemma":0.01650871,"domain_scores_codex":[0.9927718,0.002692715,0.002782082,0.0004026506,0.001157325,0.000193448],"domain_scores_gemma":[0.9835865,0.01138183,0.003171271,0.0002568496,0.001478461,0.0001251919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003034261,0.00006283794,0.006107423,0.6407329,0.002703005,0.003020896,0.003540616,0.0003850201,0.0009484948,0.003049196,0.006358287,0.3327879],"study_design_scores_gemma":[0.0001524011,0.0002751989,0.009674951,0.8888376,0.0118638,0.009315554,0.003908987,0.0003099307,0.0003803284,0.001522513,0.07365242,0.0001063972],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001806442,0.996326,0.0003755049,0.0005993356,0.0001343597,0.0002237408,0.00009140385,0.000005248433,0.0004379152],"genre_scores_gemma":[0.02201165,0.9731154,0.003076321,0.0009265543,0.000134851,0.0004832871,0.000115722,0.000003514218,0.0001326706],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02114748,"threshold_uncertainty_score":0.0397799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05009993641279552,"score_gpt":0.3768067278999617,"score_spread":0.3267067914871661,"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."}}