{"id":"W1644461219","doi":"10.3233/wor-2008-00690","title":"Lay versus expert understandings of workplace risk in the food service industry: A multi-dimensional model with implications for participatory ergonomics","year":2008,"lang":"en","type":"article","venue":"Work","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Work & Health; Western University","funders":"","keywords":"Thematic analysis; Human factors and ergonomics; Participant observation; Psychological intervention; Occupational safety and health; Qualitative research; Grounded theory; Psychology; Applied psychology; Musculoskeletal disorder; Inclusion (mineral); Participatory action research; Poison control; Knowledge management; Social psychology; Medicine; Nursing; Sociology; Environmental health; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0007647192,0.000106183,0.0001749954,0.00007276415,0.0008673527,0.0000024806,0.0002027558,0.0002357755,0.00001872408],"category_scores_gemma":[0.0001690995,0.00007554701,0.00003375145,0.000552582,0.00009551585,0.0000627234,0.00004509786,0.0007748812,0.00001209973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002311816,"about_ca_system_score_gemma":0.001186503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001861974,"about_ca_topic_score_gemma":0.001485989,"domain_scores_codex":[0.998518,0.000251363,0.000364405,0.0002046813,0.0001905906,0.0004708989],"domain_scores_gemma":[0.9966365,0.002547182,0.0001709749,0.0003107299,0.0001990461,0.0001355292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02021142,0.0006824231,0.8824514,0.0002205054,0.00009505702,0.000001172409,0.02785197,0.0371772,0.00001330653,0.01557351,0.0150576,0.0006644674],"study_design_scores_gemma":[0.01095356,0.0005715966,0.9448411,0.0003746848,0.00003147656,0.000001642243,0.007945962,0.03006808,0.000008442782,0.001187433,0.003703631,0.0003123492],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864357,0.0001942183,0.003119515,0.007889945,0.0001052532,0.001673694,0.0001528916,0.00002221214,0.0004065968],"genre_scores_gemma":[0.9918692,0.00004902511,0.005504552,0.001185314,0.00007669641,0.001139415,0.00003343336,0.00001929735,0.000123111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06238977,"threshold_uncertainty_score":0.6671063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3908226311658843,"score_gpt":0.4806935352232381,"score_spread":0.08987090405735376,"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."}}