{"id":"W2292179364","doi":"10.14288/1.0076405","title":"Ergonomics and physical demand analysis in a construction manufacturing facility","year":2015,"lang":"en","type":"article","venue":"Open Collections","topic":"Occupational Health and Safety in Workplaces","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Human factors and ergonomics; Manufacturing engineering; Engineering; Operations management; Computer science; Poison control; Medicine; Medical emergency","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":[0.0006241585,0.0003899901,0.0002650488,0.001329609,0.0008872455,0.0004838193,0.0004542427,0.0004361606,0.001196426],"category_scores_gemma":[0.001311988,0.0002724357,0.0002993185,0.0008192163,0.0003753499,0.0002475065,0.000810197,0.0003488548,0.0002641489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000684111,"about_ca_system_score_gemma":0.0006594424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00618905,"about_ca_topic_score_gemma":0.01089422,"domain_scores_codex":[0.999436,0.0001696596,0.00003875601,0.00009216475,0.000186817,0.00007664914],"domain_scores_gemma":[0.999096,0.0004274348,0.0001160813,0.00007994969,0.0001746805,0.0001057873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001536935,0.003329617,0.6326132,0.0006646698,0.00007812228,0.004229318,0.0275682,0.01196324,0.1577073,0.0004610353,0.0009734411,0.1588749],"study_design_scores_gemma":[0.00002877314,0.003158838,0.9452813,0.00003704359,0.00005452418,0.0008363976,0.01485409,0.01821216,0.01595401,0.0002307633,0.001250742,0.0001014393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978445,0.00000791473,0.001714915,0.0000135157,0.000001104635,0.00002629655,0.00008280549,0.00001929993,0.0002897457],"genre_scores_gemma":[0.9952111,0.00002589859,0.003930794,0.000006377838,0.000002385245,0.00003162015,0.0001208188,0.000006410351,0.0006645818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00618905,"threshold_uncertainty_score":0.01230603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06325463521875294,"score_gpt":0.4070560131668134,"score_spread":0.3438013779480604,"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."}}