{"id":"W4399726855","doi":"10.32920/26052352.v1","title":"Contact Pressure Based Passenger Following Seat Motion Control","year":2024,"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":"Control (management); Motion (physics); Automotive engineering; Computer science; Aeronautics; Engineering; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003255442,0.0004116286,0.0005157996,0.0001732297,0.00005141478,0.0001428478,0.0002872355,0.0006619787,0.003028115],"category_scores_gemma":[0.00002428311,0.000371229,0.0009000862,0.00006565107,0.0000202374,0.00002877438,0.0002159645,0.0009534963,0.0009323422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005250862,"about_ca_system_score_gemma":0.00009521819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009217698,"about_ca_topic_score_gemma":0.0001541737,"domain_scores_codex":[0.9979787,0.0001688879,0.0003797147,0.0008961266,0.0001719971,0.0004045779],"domain_scores_gemma":[0.9988431,0.0001270483,0.0001033128,0.0007638049,0.00004351119,0.0001191843],"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":[0.001393569,0.002734801,0.02824101,0.006913943,0.03450361,0.000820968,0.003464028,0.01561993,0.005366154,0.4325287,0.3660187,0.1023945],"study_design_scores_gemma":[0.02433007,0.0009737997,0.3316143,0.002056154,0.01251019,0.00001255429,0.002000926,0.1240773,0.000253888,0.06997718,0.4244512,0.007742406],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2419108,0.01181283,0.0212974,0.007203779,0.0268602,0.003473027,0.0005247729,0.001252066,0.6856651],"genre_scores_gemma":[0.9860193,0.000009722466,0.0001225929,0.0009537494,0.0002782612,0.0003289158,0.0001712991,0.00009580975,0.01202042],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7441084,"threshold_uncertainty_score":0.9998739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01289922060430298,"score_gpt":0.2967062147225102,"score_spread":0.2838069941182073,"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."}}