{"id":"W3010463374","doi":"10.1016/j.wneu.2019.12.138","title":"Degenerative Cervical Myelopathy: Changing Frontiers","year":2020,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Cervical and Thoracic Myelopathy","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Myelopathy; Cervical spine; Cervical vertebrae; Surgery; Spinal cord","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":[0.0001434452,0.0002144061,0.0004608251,0.0002322805,0.0001167983,0.00003262445,0.00008949878,0.00005248404,0.000568696],"category_scores_gemma":[0.0002060137,0.0001875156,0.0002035389,0.001236507,0.00005992771,0.00007941097,0.000111332,0.000347446,0.0002620902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002711242,"about_ca_system_score_gemma":0.00006890602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002019078,"about_ca_topic_score_gemma":0.000001695269,"domain_scores_codex":[0.9983565,0.00007900831,0.0003372646,0.0004555999,0.0003188668,0.0004527235],"domain_scores_gemma":[0.9990472,0.00007721991,0.00007282893,0.0002084409,0.00005479216,0.0005394871],"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":[0.003057693,0.000580198,0.3785882,0.0007845092,0.0002266866,0.006644502,0.003940211,0.00007281134,0.04435892,0.003465821,0.1853003,0.3729802],"study_design_scores_gemma":[0.001582972,0.0003306896,0.09931141,0.0001483516,0.0002267609,0.0001773547,0.0003155182,0.00864289,0.05009001,0.0002373266,0.8380225,0.0009142634],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7850009,0.001944646,0.006210743,0.1673762,0.003255734,0.0009343998,0.0000395733,0.001048865,0.03418893],"genre_scores_gemma":[0.9478758,0.00005381436,0.0006551007,0.04683543,0.001183109,0.00002271994,0.00002982391,0.00004947006,0.003294749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6527222,"threshold_uncertainty_score":0.7646665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03154187575526047,"score_gpt":0.2525121882145745,"score_spread":0.220970312459314,"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."}}