{"id":"W3130707735","doi":"10.3233/wor-203412","title":"Identification of physically fatiguing tasks performed during aircraft open-basket ground de-icing activities","year":2021,"lang":"en","type":"article","venue":"Work","topic":"Occupational Health and Performance","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Icing; Airplane; Work (physics); Simulation; Engineering; Aeronautics; Environmental science; Computer science; Meteorology; Mechanical engineering; Aerospace engineering; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003462934,0.0003503516,0.0002043862,0.0007486199,0.0003591451,0.0003514837,0.0002540169,0.0003073739,0.001629327],"category_scores_gemma":[0.001488754,0.0001062101,0.0001475076,0.0003101114,0.0002351268,0.0001123747,0.0003082766,0.0001593343,0.0002108107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003945186,"about_ca_system_score_gemma":0.0006536153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02851606,"about_ca_topic_score_gemma":0.0626399,"domain_scores_codex":[0.9997749,0.00002437106,0.00001544616,0.00005885135,0.00007171083,0.00005466482],"domain_scores_gemma":[0.9990832,0.0001609089,0.000268822,0.00004143187,0.0002757538,0.0001699269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001065964,0.0003853469,0.8922746,0.000355463,0.0000771441,0.0002436375,0.00264523,0.0005458144,0.05922544,0.00003270673,0.0004049435,0.04274376],"study_design_scores_gemma":[0.000002589319,0.0002155394,0.9986516,0.000008991738,0.000005284372,0.00005906023,0.0003025653,0.0001397483,0.000487933,0.000005822968,0.0001176163,0.000003238501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989767,0.00008091972,0.0003362848,0.000009062152,0.0000025106,0.00003167094,0.0001802103,0.000005194881,0.0003775225],"genre_scores_gemma":[0.9983146,0.00009290815,0.0007979069,0.00001167817,0.00000544614,0.0000240281,0.0003020712,0.000002078314,0.000449303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02851606,"threshold_uncertainty_score":0.05670017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05233390897914902,"score_gpt":0.42271841789986,"score_spread":0.370384508920711,"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."}}