{"id":"W2025550694","doi":"10.1097/01.brs.0000148049.69541.ad","title":"Collagen Matrix (DuraGen) in Dural Repair: Analysis of a New Modified Technique","year":2004,"lang":"en","type":"article","venue":"Spine","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":217,"is_retracted":false,"has_abstract":true,"ca_institutions":"Object Research Systems (Canada)","funders":"","keywords":"Pseudomeningocele; Medicine; Surgery; Cerebrospinal fluid; Cerebrospinal fluid leak; Lumbar; Fibrin glue; Cerebrospinal Fluid Rhinorrhea; Complication; Pathology; rhinorrhea","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":[0.001716949,0.000294614,0.0004271965,0.001650103,0.0001953675,0.0005325726,0.0003215533,0.0003571374,0.001087273],"category_scores_gemma":[0.005195742,0.0001982908,0.0006375278,0.001796699,0.0004171859,0.0004194265,0.0003402222,0.0002019381,0.0002554766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004298366,"about_ca_system_score_gemma":0.0004768846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008719492,"about_ca_topic_score_gemma":0.00164866,"domain_scores_codex":[0.9983896,0.0004709278,0.0004005878,0.0002227785,0.0004215504,0.00009455391],"domain_scores_gemma":[0.9894295,0.003046987,0.005703095,0.0004347726,0.00101454,0.0003710877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001292408,0.0001171015,0.9623868,0.0007135891,0.0003033112,0.00214516,0.0002174266,0.0000639644,0.001666495,0.00004113979,0.00020686,0.03084573],"study_design_scores_gemma":[0.00009650563,0.002342717,0.9689953,0.0002329567,0.0004061079,0.02429299,0.0004163407,0.0001670846,0.0007347536,0.0000234167,0.002272421,0.00001942683],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811515,0.01737623,0.0003845343,0.00004203151,0.00002327977,0.0001123339,0.0002310704,0.000004224991,0.000674853],"genre_scores_gemma":[0.993583,0.004929963,0.0007885282,0.00006838297,0.00005877976,0.0001078214,0.0003194321,0.000003603173,0.0001404881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001716949,"threshold_uncertainty_score":0.009080172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02412944631462147,"score_gpt":0.3453018496829967,"score_spread":0.3211724033683752,"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."}}