{"id":"W2130938925","doi":"10.1080/00140139.2015.1022232","title":"Design for human factors (DfHF): a grounded theory for integrating human factors into production design processes","year":2015,"lang":"en","type":"article","venue":"Ergonomics","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of British Columbia","funders":"Workplace Safety and Insurance Board","keywords":"Grounded theory; Benchmarking; Process (computing); Engineering; Knowledge management; Designtheory; Engineering design process; Process management; Production (economics); Qualitative research; Engineering management; Computer science; Business; Sociology; Mechanical engineering; Marketing","routes":{"ca_aff":true,"ca_fund":true,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0042727,0.0002914762,0.0004015678,0.0002205917,0.002632777,0.00004068263,0.0003277961,0.0002894283,0.00002987987],"category_scores_gemma":[0.005566386,0.0002405649,0.00008573318,0.0002313155,0.00009919684,0.0003849439,0.0000681667,0.0004944461,0.00001960182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009877934,"about_ca_system_score_gemma":0.002612812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003501557,"about_ca_topic_score_gemma":0.0006085839,"domain_scores_codex":[0.9968414,0.0007775935,0.000816168,0.0005310422,0.00022684,0.0008069766],"domain_scores_gemma":[0.993709,0.004133071,0.0004022592,0.0003269093,0.001052838,0.0003759671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.04013948,0.002440251,0.1631366,0.02127375,0.0007812055,0.000002349615,0.2889356,0.009667723,0.01001835,0.3483467,0.08513968,0.03011825],"study_design_scores_gemma":[0.01191516,0.009456914,0.04786083,0.001295085,0.000241189,0.000002589689,0.1071542,0.006046577,0.01849456,0.7674371,0.02729429,0.002801454],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5690422,0.0000861123,0.4211406,0.0002936373,0.001086403,0.007851956,0.00004268947,0.0001744514,0.000282002],"genre_scores_gemma":[0.9616719,0.00001015115,0.03241878,0.0001184762,0.0009781409,0.002547803,0.0004541677,0.00009518867,0.001705394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4190904,"threshold_uncertainty_score":0.9986656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3324960753156044,"score_gpt":0.4916947443868615,"score_spread":0.1591986690712571,"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."}}