{"id":"W4313905144","doi":"10.35493/medu.40.14","title":"Robotics in Spinal Surgery","year":2021,"lang":"en","type":"article","venue":"The Meducator","topic":"Spinal Fractures and Fixation Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Robotics; Spinal surgery; Robotic surgery; Artificial intelligence; Instrumentation (computer programming); Medicine; Medical physics; Computer science; Robot; Surgery","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":[0.0001868744,0.00005116182,0.0001306121,0.00004595665,0.00002325593,0.000008701539,0.00003779798,0.00003449974,0.0002188252],"category_scores_gemma":[0.0002552262,0.00003275362,0.00005743249,0.0001909618,0.00002698363,0.00001697417,0.00001579196,0.0001382666,0.00003176823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003571133,"about_ca_system_score_gemma":0.0002569335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003116946,"about_ca_topic_score_gemma":0.000008920229,"domain_scores_codex":[0.9995477,0.0000258296,0.0001254183,0.00008573764,0.0001065645,0.0001087933],"domain_scores_gemma":[0.9996117,0.00005801223,0.00002830557,0.000211421,0.00004395841,0.00004660542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001002143,0.002353481,0.4918484,0.000597714,0.0001960949,0.001302754,0.002376582,0.00002137444,0.03303142,0.04978411,0.2164339,0.201052],"study_design_scores_gemma":[0.0002538257,0.0001039189,0.861749,0.0002820846,0.00005559433,0.0004144573,0.0007530455,0.00002413073,0.05983257,0.003489212,0.07288326,0.0001588917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.930032,0.002160402,0.0002796325,0.06468925,0.0004611158,0.0001391413,8.082204e-7,0.00005941392,0.002178198],"genre_scores_gemma":[0.9946451,0.0001269433,0.001200448,0.002734072,0.000246205,0.00001063219,0.000006181967,0.000008533119,0.001021881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3699006,"threshold_uncertainty_score":0.2395982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03948021498073977,"score_gpt":0.3361803819020227,"score_spread":0.2967001669212829,"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."}}