{"id":"W2524020468","doi":"10.3233/wor-162400","title":"Integrating ergonomics knowledge into business-driven design projects: The shaping of resource constraints in engineering consultancy","year":2016,"lang":"en","type":"article","venue":"Work","topic":"Ergonomics and Human Factors","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Resource (disambiguation); Human factors and ergonomics; Knowledge management; Engineering; Engineering management; Business; Systems engineering; Computer science; Poison control; Medicine","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":[0.01484395,0.000452755,0.0003859569,0.002749266,0.008197015,0.01005357,0.002530753,0.002323094,0.003592407],"category_scores_gemma":[0.04580005,0.000804619,0.0004076661,0.00233465,0.01030068,0.004588825,0.00947873,0.002186804,0.0004755927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006957325,"about_ca_system_score_gemma":0.01467288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004709336,"about_ca_topic_score_gemma":0.006971284,"domain_scores_codex":[0.9680957,0.02210738,0.001035005,0.00114323,0.004862898,0.00275584],"domain_scores_gemma":[0.9276534,0.04616832,0.009431975,0.003390745,0.005127555,0.008227939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002183106,0.001249712,0.09447845,0.001208621,0.00008253881,0.00697655,0.7023361,0.00214535,0.005517166,0.02916233,0.003394133,0.1532308],"study_design_scores_gemma":[0.00005093328,0.0004228048,0.1060879,0.001320566,0.00004335541,0.003690994,0.7930862,0.004183168,0.001689194,0.03114288,0.05808704,0.0001950962],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.958299,0.0005839815,0.01202321,0.003538467,0.00002934734,0.0001064993,0.00002125092,0.00003979384,0.02535845],"genre_scores_gemma":[0.9954879,0.0001641556,0.0030654,0.0001776122,0.00000939986,0.00005360245,0.00001391593,0.00001486639,0.001013196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01484395,"threshold_uncertainty_score":0.07850325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02587004273338783,"score_gpt":0.213236342086487,"score_spread":0.1873662993530992,"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."}}