{"id":"W4238557377","doi":"10.32920/ryerson.14635704.v1","title":"Bio Modelling For Comfort Aircraft Chair Design","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Ergonomics and Musculoskeletal Disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Cushion; Work (physics); Curvature; Computer science; Engineering; Simulation; Structural engineering; Mechanical engineering; Mathematics; Geometry","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":[0.0002902148,0.0007657033,0.0004640757,0.0005066289,0.0003374067,0.001183396,0.0007132834,0.0008607396,0.007799606],"category_scores_gemma":[0.0008583787,0.0003710421,0.0007077327,0.0003820403,0.000332364,0.0006778516,0.0006417879,0.0006345828,0.002126037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003928342,"about_ca_system_score_gemma":0.0006727528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003943174,"about_ca_topic_score_gemma":0.003196899,"domain_scores_codex":[0.9998062,0.00005639,0.00001106808,0.00002972409,0.00008036931,0.00001629984],"domain_scores_gemma":[0.9997948,0.00007651623,0.00002228768,0.00002715629,0.00006585514,0.000013359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003334989,0.00002886509,0.0007096222,0.0002068235,0.0000234406,0.00009091934,0.000130057,0.9077416,0.01262377,0.02946169,0.002075699,0.0468742],"study_design_scores_gemma":[0.000004425225,0.00003986161,0.0003736919,0.00003775752,0.00001147398,0.00005639596,0.00005412427,0.9723445,0.002042556,0.01076733,0.01425348,0.00001455518],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008574208,0.0004772729,0.9776354,0.0002099141,0.0001022978,0.00005862716,0.0002908876,0.0005064348,0.01214486],"genre_scores_gemma":[0.5727119,0.003200827,0.3816845,0.0003328396,0.0001727669,0.0005689304,0.001009612,0.0005437876,0.03977481],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007799606,"threshold_uncertainty_score":0.02609223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08463002389766004,"score_gpt":0.3297997775705709,"score_spread":0.2451697536729109,"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."}}