{"id":"W2305808980","doi":"10.1227/neu.0000000000001216","title":"Commentary","year":2016,"lang":"en","type":"letter","venue":"Neurosurgery","topic":"Cervical and Thoracic Myelopathy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre; University of Calgary","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00540337,0.001069419,0.001638851,0.001211481,0.005597383,0.00486802,0.004382168,0.04813406,0.02807234],"category_scores_gemma":[0.04994689,0.0008503165,0.001790613,0.001130326,0.003853952,0.004312362,0.002290373,0.03894274,0.02674452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008564956,"about_ca_system_score_gemma":0.01238131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01550099,"about_ca_topic_score_gemma":0.01678289,"domain_scores_codex":[0.9932947,0.001552556,0.0005562796,0.0008567639,0.002826853,0.0009129437],"domain_scores_gemma":[0.9806506,0.007727273,0.001017785,0.0006323804,0.007360257,0.002611627],"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":[0.0000060382,0.000001851689,0.00002742175,0.00002072347,0.000002838478,0.000128421,0.00003124538,0.000006896584,0.00000936859,0.000646739,0.997947,0.001171328],"study_design_scores_gemma":[0.000027414,0.00000857922,0.0001470293,0.000386514,0.00001026949,0.0005187096,0.0001345815,0.00004018227,0.00006415446,0.002209361,0.9964366,0.00001668458],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00009963798,0.001279257,0.00004163463,0.9447698,0.04689288,0.0000135013,0.0001334405,0.00003399001,0.006735943],"genre_scores_gemma":[0.001365995,0.001162808,0.00005831533,0.9478567,0.0392707,0.00002915031,0.00006111411,0.00003197267,0.01016315],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9719276,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02392830200781205,"score_gpt":0.2626246246482676,"score_spread":0.2386963226404555,"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."}}