{"id":"W4232089915","doi":"10.1016/s0090-3019(03)00446-4","title":"Commentary","year":2003,"lang":"en","type":"article","venue":"Surgical Neurology","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine","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":[0.004794339,0.001106799,0.001807607,0.001495616,0.006923888,0.005833865,0.004299,0.0844877,0.03815505],"category_scores_gemma":[0.04963015,0.001085333,0.002570808,0.001508359,0.002824545,0.0033872,0.003062714,0.05380008,0.02200206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007270284,"about_ca_system_score_gemma":0.009394995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01804881,"about_ca_topic_score_gemma":0.03211218,"domain_scores_codex":[0.9948398,0.0008034019,0.0004992465,0.0008764116,0.001783221,0.001197822],"domain_scores_gemma":[0.9768143,0.0106574,0.001337059,0.0007875109,0.006682909,0.003720755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002205182,0.000004196163,0.00008723752,0.00004071907,0.000007805344,0.0002451628,0.0000449074,0.00001438068,0.00003604435,0.0008722659,0.9970216,0.001603658],"study_design_scores_gemma":[0.00007069479,0.00001803076,0.0006312759,0.0004319912,0.00004294576,0.0004168013,0.0002670669,0.00004754129,0.0001305586,0.001992064,0.9959142,0.00003677962],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002469262,0.001323661,0.00005947051,0.8934806,0.09680424,0.00002212405,0.00009553466,0.00003422277,0.007933301],"genre_scores_gemma":[0.001391509,0.0004700502,0.00005755966,0.9492729,0.03473233,0.00003582004,0.0000322362,0.00002844263,0.01397925],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0844877,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01424125688427631,"score_gpt":0.256506826907257,"score_spread":0.2422655700229807,"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."}}