{"id":"W2977557987","doi":"10.1002/alr.22451","title":"Development and validation of a preclinical model for training and assessment of cerebrospinal fluid leak repair in endoscopic skull base surgery","year":2019,"lang":"en","type":"article","venue":"International Forum of Allergy & Rhinology","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Cerebrospinal fluid leak; Leak; Skull; Cerebrospinal fluid; Surgery; Base (topology); Pathology","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":[0.003233314,0.001137436,0.0004810324,0.001045332,0.000469575,0.0006057884,0.001194556,0.001155476,0.002644886],"category_scores_gemma":[0.002014806,0.0005509573,0.000773494,0.0002471789,0.000965214,0.000666587,0.000841066,0.001197731,0.0008404175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004252102,"about_ca_system_score_gemma":0.0007613748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008491429,"about_ca_topic_score_gemma":0.00140343,"domain_scores_codex":[0.998848,0.0003251193,0.0001431533,0.0001648701,0.0003722775,0.0001466851],"domain_scores_gemma":[0.9968979,0.0006928852,0.0005325803,0.0006952652,0.000728328,0.0004529187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004309623,0.001348391,0.002363841,0.0002079194,0.00002620614,0.0003415659,0.000170999,0.002090989,0.9850937,0.0003206738,0.0002361431,0.007368616],"study_design_scores_gemma":[0.0001170485,0.02592028,0.01340866,0.0001471492,0.0001942538,0.001514542,0.0002267285,0.009468398,0.9438572,0.0002080582,0.004872866,0.00006493304],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9204348,0.0008376358,0.07375409,0.0001978566,0.0001577896,0.001250978,0.0006020803,0.0003319034,0.0024329],"genre_scores_gemma":[0.8591529,0.002041145,0.130216,0.0001300156,0.00006946783,0.002002575,0.001897557,0.0001105746,0.004379874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003233314,"threshold_uncertainty_score":0.01709962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07994472426589092,"score_gpt":0.3695963287612158,"score_spread":0.2896516044953249,"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."}}