{"id":"W6976861250","doi":"10.6084/m9.figshare.26304870.v1","title":"Advancing robot-guided techniques in lumbar spine surgery: a systematic review and meta-analysis","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Orthopedic surgery; Lumbar spine; Randomized controlled trial; Spinal fusion; Lumbar; Modalities; Meta-analysis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01222357,0.001787698,0.01236993,0.003926446,0.0005508395,0.002688021,0.001718537,0.001712536,0.004398114],"category_scores_gemma":[0.03644162,0.0009605963,0.02239378,0.005975952,0.0006124045,0.001672632,0.001112186,0.001470998,0.0004012671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002047679,"about_ca_system_score_gemma":0.003982514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006970882,"about_ca_topic_score_gemma":0.01874819,"domain_scores_codex":[0.989862,0.004407595,0.003106017,0.0008917792,0.001426211,0.0003064903],"domain_scores_gemma":[0.9765059,0.01741394,0.003638431,0.0006034474,0.001651855,0.0001863663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001305029,0.00002539984,0.003748331,0.7293621,0.2472067,0.00009731734,0.00009684396,0.0003353075,0.00013944,0.0001397226,0.001030115,0.01651372],"study_design_scores_gemma":[0.0009388409,0.0003480974,0.007861126,0.1265398,0.8588076,0.0001753394,0.0000829592,0.0002860213,0.0001542588,0.0003142262,0.00445378,0.00003800681],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003198964,0.9949333,0.0004130283,0.0001901221,0.0000973871,0.0003060582,0.0005661562,0.00001758269,0.0002774607],"genre_scores_gemma":[0.11649,0.8769988,0.002390157,0.001137406,0.000256429,0.001391406,0.0009529744,0.00003120975,0.0003515577],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01236993,"threshold_uncertainty_score":0.06464517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07158367346162531,"score_gpt":0.3335829085054469,"score_spread":0.2619992350438216,"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."}}