{"id":"W4391445918","doi":"10.14245/ns.2347138.569","title":"Spinal Robotics in Adult Spinal Deformity Surgery: A Systematic Review","year":2024,"lang":"en","type":"review","venue":"Neurospine","topic":"Spinal Fractures and Fixation Techniques","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Spinal deformity; Perioperative; Deformity; Spinal manipulation; Robotics; Demographics; Surgery; Physical therapy; Artificial intelligence; Robot; Chiropractic; Alternative medicine","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":[0.005765118,0.001236513,0.006137004,0.009039938,0.0005648833,0.002375018,0.001562714,0.001597516,0.003587976],"category_scores_gemma":[0.02403961,0.0007831499,0.005867138,0.01062442,0.0006465744,0.002008111,0.001115745,0.0009066832,0.0003050751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002330763,"about_ca_system_score_gemma":0.008973743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005666718,"about_ca_topic_score_gemma":0.01739698,"domain_scores_codex":[0.994695,0.001579896,0.00221233,0.0003340186,0.001009392,0.0001694127],"domain_scores_gemma":[0.9774364,0.01594939,0.004241481,0.0002889126,0.001856512,0.0002273787],"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":[0.000131987,0.00001480357,0.0006437963,0.9564113,0.004388776,0.00009739641,0.0001289628,0.00007105363,0.0001065952,0.0001082471,0.0009208033,0.03697627],"study_design_scores_gemma":[0.0002219229,0.0002737065,0.004715043,0.9265676,0.05052247,0.0006036492,0.0002699945,0.0001088292,0.0001642783,0.0002064119,0.01631299,0.00003318819],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008010642,0.9983941,0.0001014376,0.0001340766,0.00006107769,0.0001779734,0.0001512408,0.000006235559,0.0001728024],"genre_scores_gemma":[0.01222474,0.9862412,0.0005776803,0.0002991617,0.00007146878,0.0003764336,0.0001335,0.000003924206,0.00007183156],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009039938,"threshold_uncertainty_score":0.03048927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05949127414404259,"score_gpt":0.3883869925648479,"score_spread":0.3288957184208053,"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."}}