{"id":"W7031330992","doi":"","title":"Dan Maurino","year":2018,"lang":"en","type":"article","venue":"Scholarly Commons (Embry–Riddle Aeronautical University)","topic":"Hearing, Cochlea, Tinnitus, Genetics","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Civil aviation; Aviation; Aviation engineering; Aviation safety; Aircraft maintenance; State (computer science); International airport; Occupational safety and health","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000396,0.0004386545,0.0004089089,0.0005606714,0.001095681,0.0005563565,0.001864119,0.0003389599,0.0005157249],"category_scores_gemma":[0.001264037,0.0004850629,0.0002431917,0.001883053,0.001332326,0.001627313,0.001440005,0.001330359,0.002607848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004097896,"about_ca_system_score_gemma":0.0003582535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009822903,"about_ca_topic_score_gemma":0.0001511939,"domain_scores_codex":[0.9959805,0.0006043641,0.0003664356,0.001098931,0.000792907,0.00115689],"domain_scores_gemma":[0.9968907,0.0004487247,0.0001308606,0.00140854,0.0003019869,0.0008192075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009799086,0.001897116,0.04327841,0.00007720223,0.000137238,0.002162429,0.0008805336,0.0000955612,0.3176962,0.6069835,0.007237571,0.01857436],"study_design_scores_gemma":[0.003349672,0.001891269,0.070903,0.0001139226,0.0001887043,0.0002354361,0.0005100175,0.001795503,0.1518921,0.002007991,0.7653739,0.001738518],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8041863,0.0000308831,0.001568273,0.0009322243,0.000365985,0.0003292654,0.00003897256,0.0004158369,0.1921322],"genre_scores_gemma":[0.9855442,0.00002464598,0.001648054,0.0008429969,0.0002444813,0.000001193345,0.000006949233,0.00006413634,0.01162336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7581363,"threshold_uncertainty_score":0.9997601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05365242185047415,"score_gpt":0.2507342187241308,"score_spread":0.1970817968736567,"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."}}