{"id":"W4414258578","doi":"10.3390/s25185702","title":"Monitoring Visual Fatigue with Eye Tracking in a Pharmaceutical Packing Area","year":2025,"lang":"en","type":"article","venue":"Sensors","topic":"Ergonomics and Musculoskeletal Disorders","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institute of Steel Construction","keywords":"Eye tracking; Workload; Visual inspection; Fixation (population genetics); Eye movement; Visual search; Task (project management); Principal component analysis","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000136001,0.0001522757,0.0001821001,0.000191413,0.00005803288,0.0000320733,0.00009831406,0.00009063698,0.00007246304],"category_scores_gemma":[0.00002481502,0.0001419897,0.00005847265,0.0003051868,0.00005967619,0.00004676947,0.00002716488,0.0002858048,0.00002341405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005605889,"about_ca_system_score_gemma":0.00002483068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001868531,"about_ca_topic_score_gemma":0.00010439,"domain_scores_codex":[0.9989495,0.0000681082,0.0002046768,0.0003212039,0.00008257985,0.0003739616],"domain_scores_gemma":[0.9996375,0.00008761958,0.00003816119,0.0001563857,0.00002402918,0.00005632147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003159166,0.0002947714,0.8944082,0.00006162681,0.000177044,0.0001088219,0.003504717,0.001612364,0.001860416,0.004713017,0.00006466333,0.09287842],"study_design_scores_gemma":[0.002353305,0.00009348866,0.9829333,0.0003350227,0.00004575334,0.000003628796,0.007487678,0.002094543,0.001701018,0.0002340826,0.00235087,0.0003673234],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9637886,0.0002493655,0.000161337,0.0002452893,0.0005501652,0.0001783184,0.000001153535,0.00005676723,0.03476898],"genre_scores_gemma":[0.9990273,0.00002806833,0.0001160778,0.00009960862,0.00005915879,0.00002277998,0.000001988304,0.00002141424,0.0006235955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0925111,"threshold_uncertainty_score":0.5790171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03967884288318928,"score_gpt":0.4082983237292288,"score_spread":0.3686194808460395,"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."}}