{"id":"W3014512312","doi":"10.2196/16076","title":"Identifying the Characteristics of Patients With Cervical Degenerative Disease for Surgical Treatment From 17-Year Real-World Data: Retrospective Study","year":2020,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Cervical and Thoracic Myelopathy","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Medicine; Retrospective cohort study; Disease; Surgery; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0002166337,0.0002371081,0.0006864115,0.00004080276,0.000107936,0.00003732894,0.0003391101,0.00006457433,0.0003339919],"category_scores_gemma":[0.0002451153,0.0001230414,0.00009544278,0.0003350257,0.0002227085,0.0001647486,0.0002754543,0.000290799,0.00001895944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009347477,"about_ca_system_score_gemma":0.0002381499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005227561,"about_ca_topic_score_gemma":0.00008702656,"domain_scores_codex":[0.9974492,0.00006836208,0.0008224545,0.0002449463,0.001157934,0.0002570945],"domain_scores_gemma":[0.9978769,0.0002383889,0.0003173146,0.000580508,0.0002485584,0.0007383628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005760195,0.002263466,0.9596149,0.0002777555,0.0005024011,0.00008423191,0.0112326,5.005061e-7,3.653884e-7,0.0004275422,0.0007642386,0.01907181],"study_design_scores_gemma":[0.00709341,0.002042149,0.9778225,0.000117152,0.0005191275,8.678581e-7,0.002527146,0.005227058,0.00001015974,0.00004715587,0.004419021,0.0001741878],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933771,0.00001192036,0.0006122598,0.001841919,0.00007618474,0.002144256,0.001539995,0.00004940435,0.0003469785],"genre_scores_gemma":[0.9953651,0.00003491958,0.0007753164,0.0007610786,0.0005157209,0.000144595,0.002317893,0.00002159129,0.00006372182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01889762,"threshold_uncertainty_score":0.5017484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05061572784175502,"score_gpt":0.3409839002892104,"score_spread":0.2903681724474554,"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."}}