{"id":"W4392175837","doi":"10.2196/54425","title":"User Experience Evaluation of a Spinal Surgery Robot: Workload, Usability, and Satisfaction Study","year":2024,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Prosthetics and Rehabilitation Robotics","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Usability; Workload; Food and drug administration; Robotic surgery; Spinal surgery; Robot; Human–computer interaction; Computer science; Patient satisfaction; Medicine; Surgery; Artificial intelligence; Medical emergency","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":[0.0004330101,0.0001146786,0.000150526,0.0001581525,0.0000541735,0.00006544842,0.00004137338,0.00005187093,0.00008162517],"category_scores_gemma":[0.00004057459,0.0001003171,0.00005241532,0.000191504,0.00006624044,0.000165189,0.00002130049,0.00009920436,0.000003428099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008656554,"about_ca_system_score_gemma":0.00001989336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002888981,"about_ca_topic_score_gemma":0.00005225193,"domain_scores_codex":[0.9990043,0.00005800011,0.0002774616,0.0001779322,0.0003690225,0.0001132515],"domain_scores_gemma":[0.9995939,0.00009817514,0.0000241557,0.0001630636,0.00007598734,0.00004467498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004903657,0.00009996122,0.9488738,0.0002602242,0.00004963211,0.000001014664,0.01253811,0.01290383,0.004835343,0.000151142,0.00007393923,0.02020816],"study_design_scores_gemma":[0.00008994621,0.0000925887,0.9913737,0.00009167588,0.00002704193,7.103289e-7,0.001605007,0.005833018,0.000463707,0.0002709402,0.00003420743,0.0001174354],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983752,0.0003697663,0.0002096809,0.00000947514,0.0003899801,0.0004801759,0.00000261637,0.0001153709,0.0000477331],"genre_scores_gemma":[0.9998262,0.000007891956,0.0000425344,0.000001095796,0.00002536134,0.00006491823,0.000002285803,0.0000170509,0.00001268163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04249997,"threshold_uncertainty_score":0.4090811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05236294680205226,"score_gpt":0.3420781245739151,"score_spread":0.2897151777718628,"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."}}