{"id":"W2237736831","doi":"10.5539/mas.v10n1p76","title":"Ergonomic Knob Design Validation for Improved Musculoskeletal Comfort","year":2015,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Ergonomics and Human Factors","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Replica; Computer science; Pinch; SAFER; Mechanical engineering; Simulation; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005062374,0.0001230886,0.0001193001,0.00009825139,0.0001265923,0.0001126758,0.0003204508,0.00004041052,0.000004466898],"category_scores_gemma":[0.0000100029,0.0001254623,0.00003497527,0.00009961702,0.0001122353,0.0001936467,0.00003977991,0.00006439039,0.00002639732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002098336,"about_ca_system_score_gemma":0.0001046879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003528087,"about_ca_topic_score_gemma":0.00000329765,"domain_scores_codex":[0.9991804,0.000002769154,0.0001564785,0.0002512486,0.0001002637,0.0003087781],"domain_scores_gemma":[0.9995322,0.00002348496,0.00002881374,0.0002271324,0.00003610671,0.0001522687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000368465,0.00002334838,0.00001879004,0.00002304941,0.00001259867,1.038771e-7,0.0008485114,0.2294003,0.7447634,0.006894893,0.0008068125,0.01717134],"study_design_scores_gemma":[0.0003867204,0.00003309189,0.0001073188,0.00000162935,0.00000684141,3.953736e-7,0.00002985324,0.955267,0.0351481,0.007844547,0.0009756457,0.0001988715],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.311439,0.00001413779,0.6846639,0.000008585698,0.0002523548,0.0003671714,0.000005818814,0.0001519119,0.003097136],"genre_scores_gemma":[0.9871918,0.000002226656,0.01255044,0.00001649083,0.00006642657,0.00008035392,0.000008681305,0.00002405147,0.0000595634],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7258667,"threshold_uncertainty_score":0.5116203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03798189196535254,"score_gpt":0.2474261961343235,"score_spread":0.209444304168971,"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."}}