{"id":"W4404772617","doi":"10.22541/au.173276477.72422965/v1","title":"Fetoscopic Robotic Open Spina bifida Treatment (FROST): feasibility and learning curve study in a preclinical representative training model","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Spinal Dysraphism and Malformations","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; Ontario College of Art and Design","funders":"","keywords":"Spina bifida; Frost (temperature); Medicine; Training (meteorology); Learning curve; Physical medicine and rehabilitation; Computer science; Surgery; Geography","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001182764,0.0004388586,0.00120015,0.0003573284,0.000125776,0.0002213716,0.0002369845,0.0002548308,0.00008590843],"category_scores_gemma":[0.0005269452,0.0003426186,0.0001686848,0.0002889205,0.0001244123,0.000150501,0.001906377,0.001588333,0.00002335612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00040573,"about_ca_system_score_gemma":0.0008206236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003660959,"about_ca_topic_score_gemma":0.001997726,"domain_scores_codex":[0.9968134,0.0003690221,0.0009402033,0.001229088,0.0002958759,0.0003524756],"domain_scores_gemma":[0.9985584,0.0002266765,0.0001806833,0.0007138303,0.00008725451,0.0002331584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003223726,0.009154834,0.6595985,0.00260286,0.002212523,0.0008062528,0.1794849,0.1019237,0.00008868551,0.0016301,0.0003833362,0.03889057],"study_design_scores_gemma":[0.01203958,0.008586601,0.5109734,0.002743428,0.001833566,0.00006876016,0.04463539,0.4048122,0.00002952654,0.01333192,0.00005792719,0.0008876675],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819257,0.0007828404,0.0009455878,0.0009379801,0.0002253175,0.00699507,0.00002238994,0.0001372224,0.008027864],"genre_scores_gemma":[0.9867061,0.0002873038,0.006572119,0.0000913343,0.00006355885,0.0007797107,0.0001172675,0.00004309787,0.005339532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3028886,"threshold_uncertainty_score":0.9999026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3138465852864022,"score_gpt":0.483858384127125,"score_spread":0.1700117988407228,"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."}}