{"id":"W4301182585","doi":"10.32388/y5pfea","title":"Review of: \"Identification of Cervical Epidural Space: A Comparison Study between Contrast Spread and Loss of Resistance Techniques\"","year":2022,"lang":"en","type":"peer-review","venue":"","topic":"Medical Imaging and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Epidural space; Identification (biology); Contrast (vision); Medicine; Computer science; Artificial intelligence; Biology; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001592456,0.0002546019,0.002167731,0.0001430202,0.00002262358,0.000006441594,0.0003477931,0.00009276382,0.0006332593],"category_scores_gemma":[0.0003898242,0.0002239408,0.0002182783,0.0005174028,0.0001208244,0.00003433769,0.00009735628,0.000453376,0.000001534618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004481148,"about_ca_system_score_gemma":0.00003686283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002344957,"about_ca_topic_score_gemma":0.00004482691,"domain_scores_codex":[0.996877,0.0002199124,0.001792189,0.0002991585,0.0006526253,0.0001590807],"domain_scores_gemma":[0.9982195,0.0002161619,0.0006207401,0.0005992842,0.0002578359,0.00008643113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002829966,0.0001800006,0.005154524,0.2655628,0.0005817221,0.00000274987,0.00006930217,0.000003263123,0.0000867057,0.00002692077,0.7126763,0.01565295],"study_design_scores_gemma":[0.0004894696,0.0001223556,0.003507482,0.1382533,0.006527524,0.000003331145,0.0001827165,0.0006363966,0.001655339,0.00004138359,0.8477942,0.0007864015],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006037522,0.9767653,0.00694182,0.009932349,0.0002518902,0.001836833,0.0008540633,0.0001812894,0.002632689],"genre_scores_gemma":[0.2889428,0.6845711,0.002129925,0.0004691739,0.0002444545,0.0003173986,0.001997011,0.0001319791,0.02119619],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2921942,"threshold_uncertainty_score":0.9132041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02809446592083664,"score_gpt":0.3348933948358245,"score_spread":0.3067989289149878,"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."}}