{"id":"W7151708028","doi":"","title":"Prognostic factors of lumbar disc herniation surgery","year":2019,"lang":"lt","type":"dissertation","venue":"Lithuanian University of Health Sciences","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lumbar; Lumbar spine; Oswestry Disability Index; Low back pain","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001033533,0.0002840258,0.001283733,0.0006662368,0.0003401848,0.00001123824,0.0004339968,0.0002864369,0.0005820023],"category_scores_gemma":[0.000312289,0.0002714576,0.0003686705,0.0007473332,0.0006893006,0.0003095377,0.00005624427,0.0002700073,0.0000764734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001232596,"about_ca_system_score_gemma":0.002371258,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007295154,"about_ca_topic_score_gemma":0.001157251,"domain_scores_codex":[0.9971544,0.0003023165,0.0007722275,0.0005927733,0.0006697318,0.0005085258],"domain_scores_gemma":[0.9973758,0.0001106946,0.001751131,0.0002927983,0.0002848391,0.0001847058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005455918,0.0003795686,0.9726818,0.004923254,0.00009196773,0.00001597208,0.01497735,0.000008887235,0.0007148149,0.0005114573,0.001095144,0.00454521],"study_design_scores_gemma":[0.0003432221,0.001725254,0.9456311,0.002393071,0.000128039,0.000004086435,0.04892426,0.0002785029,0.0001792329,0.00002375172,0.0001710778,0.0001983525],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933534,0.001682937,0.0001106497,0.0007030769,0.001302953,0.0007053565,0.0001274854,0.00002088841,0.001993245],"genre_scores_gemma":[0.9945474,0.0008302687,0.0002055205,0.00008988758,0.00003168259,2.494592e-7,0.0004600951,0.00001276787,0.003822118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03394691,"threshold_uncertainty_score":0.9999738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04727752685018634,"score_gpt":0.3013572242918811,"score_spread":0.2540796974416948,"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."}}