{"id":"W2975201138","doi":"10.2196/15922","title":"Tackling Research Inefficiency in Degenerative Cervical Myelopathy: Illustrative Review","year":2019,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Cervical and Thoracic Myelopathy","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; National Institute for Health and Care Research; Wellcome Trust","keywords":"Inefficiency; Myelopathy; Physical therapy; Medicine; Cervical spondylosis; Physical medicine and rehabilitation; Medical physics; Psychology; Alternative medicine; Pathology; Economics; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01001384,0.0002758122,0.0007575554,0.0007013757,0.0002364328,0.00009503056,0.000568139,0.0002599473,0.003423283],"category_scores_gemma":[0.001491837,0.0002073361,0.0001370356,0.003951618,0.0004282625,0.0002280683,0.0005950448,0.003367802,0.00289223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004541883,"about_ca_system_score_gemma":0.001222336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005390077,"about_ca_topic_score_gemma":0.0000368868,"domain_scores_codex":[0.9916874,0.002203056,0.0007925538,0.0009844538,0.002827902,0.001504689],"domain_scores_gemma":[0.995941,0.0006774028,0.000079076,0.0009414502,0.001837915,0.000523198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01099386,0.0145796,0.1575395,0.09280396,0.0001484457,0.003683282,0.01019519,0.00004577265,0.04912033,0.04569059,0.04902367,0.5661758],"study_design_scores_gemma":[0.007405535,0.009286616,0.06935766,0.09575471,0.000007966063,0.0001438026,0.001603553,0.00162375,0.01216852,0.003065706,0.7986647,0.0009174916],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.03157652,0.0007574623,0.0000232747,0.01348017,0.00001826429,0.8796231,0.0000122563,0.00009967077,0.07440925],"genre_scores_gemma":[0.05524484,0.000181412,0.0003603735,0.0007384603,0.000330917,0.9363782,0.00003140854,0.00005798328,0.006676372],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.7496411,"threshold_uncertainty_score":0.9989315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3623228353950597,"score_gpt":0.604267623329593,"score_spread":0.2419447879345333,"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."}}