{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06075389,0.001180706,0.004760757,0.006046997,0.003910402,0.005395319,0.005058493,0.007453016,0.02566647],"category_scores_gemma":[0.5257468,0.000884086,0.003839606,0.00596506,0.003740294,0.004376993,0.002518237,0.004040689,0.009154835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00920282,"about_ca_system_score_gemma":0.03073162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01649917,"about_ca_topic_score_gemma":0.03188537,"domain_scores_codex":[0.941615,0.02235143,0.01401585,0.001785973,0.01905703,0.001174638],"domain_scores_gemma":[0.3816197,0.1386692,0.02339853,0.009381179,0.441977,0.004954387],"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":[0.0001121672,0.0000118805,0.0002317115,0.008964296,0.00008863307,0.0001126013,0.0002064181,0.00001645256,0.00007838142,0.0002669887,0.9809713,0.008939275],"study_design_scores_gemma":[0.0008528395,0.0001643336,0.008081995,0.05967323,0.00107591,0.0008808019,0.001415326,0.0002708861,0.0006344069,0.001100079,0.9256648,0.0001853779],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"review","genre_scores_codex":[0.002002044,0.04028331,0.001836939,0.461165,0.4773268,0.004450131,0.005032375,0.0005175095,0.007385894],"genre_scores_gemma":[0.03993893,0.08368447,0.01007638,0.5744636,0.2248568,0.01688129,0.004101546,0.001313502,0.04468363],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.06075389,"threshold_uncertainty_score":0.3213012,"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."}}