{"id":"W3211246005","doi":"10.1007/s00586-021-07018-5","title":"Prognostic factors for outcome following lumbar spine fusion surgery: a systematic review and narrative synthesis","year":2021,"lang":"en","type":"review","venue":"European Spine Journal","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Medicine; MEDLINE; Observational study; CINAHL; Physical therapy; Cohort study; Prospective cohort study; Evidence-based medicine; Systematic review; Neurosurgery; Surgery; Internal medicine; Alternative medicine; Pathology; Psychological intervention; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002577916,0.0007913855,0.008129233,0.0004166214,0.0002669652,0.000115307,0.0002521073,0.0001533108,0.0002296592],"category_scores_gemma":[0.01613463,0.000490225,0.003207147,0.0003897387,0.00005101007,0.0001457677,0.0001758106,0.0008316586,0.00004416365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001444882,"about_ca_system_score_gemma":0.000278427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.419171e-7,"about_ca_topic_score_gemma":7.043352e-7,"domain_scores_codex":[0.9942315,0.001532663,0.002789725,0.0005816825,0.0003626587,0.0005017613],"domain_scores_gemma":[0.9971492,0.00009674618,0.0015964,0.0005012561,0.0002628358,0.0003935573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[5.719029e-7,0.0001057416,0.00004133991,0.966178,0.001354931,0.00179895,0.0001022101,7.981956e-9,0.000006348479,0.000007163384,0.005671448,0.02473326],"study_design_scores_gemma":[0.0002719438,0.0004492398,0.0009348162,0.9180885,0.03069405,0.006632429,0.0001469443,0.000001263594,6.657029e-7,7.296147e-7,0.04227104,0.0005083534],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001944105,0.9950384,0.0003248806,0.0002897159,0.0006532741,0.003152671,0.00002381289,0.00005240436,0.0002704004],"genre_scores_gemma":[0.00008522213,0.9961887,0.0006615363,0.0005607193,0.0004534644,0.0001338549,0.0001383047,0.0001989107,0.001579282],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0480895,"threshold_uncertainty_score":0.999755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1016442153923421,"score_gpt":0.3768185172745085,"score_spread":0.2751743018821664,"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."}}