{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003489039,0.0009468943,0.0006928767,0.001013408,0.0004892505,0.000467644,0.001151789,0.000846696,0.003287327],"category_scores_gemma":[0.003545951,0.0003514545,0.0008185274,0.0002029306,0.0008284205,0.0008885996,0.0009259693,0.001057513,0.000664886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009313337,"about_ca_system_score_gemma":0.001209218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001145488,"about_ca_topic_score_gemma":0.001726202,"domain_scores_codex":[0.9986539,0.0003040177,0.00008508084,0.0002788688,0.0003373193,0.0003408691],"domain_scores_gemma":[0.9966252,0.0005509334,0.0005661206,0.0004629449,0.0005194843,0.001275343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.03561886,0.4131323,0.08474878,0.0007895406,0.0002580828,0.002383558,0.003695447,0.01559081,0.3008946,0.0007588877,0.001726066,0.1404031],"study_design_scores_gemma":[0.001545762,0.8557473,0.06415457,0.00008007529,0.0001578974,0.001753562,0.0008669382,0.01631806,0.05648254,0.0002527137,0.002523244,0.0001172663],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973379,0.00002930266,0.001730267,0.00002949913,0.00001179399,0.0004363622,0.00007279038,0.00002430428,0.0003277522],"genre_scores_gemma":[0.9859393,0.0001727368,0.00908819,0.00008675891,0.00003096557,0.001477312,0.0006747431,0.00002516113,0.002504988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003489039,"threshold_uncertainty_score":0.01845199,"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."}}