{"id":"W4399771449","doi":"10.32920/26052745","title":"Human Performance Modelling and Mission Planning Optimisation incorporating Human Performance","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Systems Engineering Methodologies and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Systems engineering; Process management; Engineering","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":[0.0006548666,0.001009736,0.0007401818,0.0004791353,0.0002533918,0.001241013,0.0006938335,0.001235939,0.00257757],"category_scores_gemma":[0.001939761,0.0003993368,0.0007961695,0.0005614512,0.0004219959,0.000636093,0.0006386586,0.0009004973,0.000369146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009066392,"about_ca_system_score_gemma":0.001172874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01147417,"about_ca_topic_score_gemma":0.005718281,"domain_scores_codex":[0.9996796,0.0001072284,0.0000143381,0.00008032281,0.00005831612,0.00006037609],"domain_scores_gemma":[0.9992055,0.0005440352,0.00008363312,0.00003569544,0.0001023279,0.00002881677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007411791,0.00001209304,0.0001204198,0.0000207901,0.000006966014,0.000007899681,0.00001099648,0.995012,0.0001844221,0.0007517565,0.00009448249,0.003770888],"study_design_scores_gemma":[0.000001367304,0.000008881389,0.00009126385,0.000002880435,0.000002477886,0.000002588633,0.000004049872,0.9990994,0.00008184365,0.000586486,0.0001171724,0.000001582276],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09897416,0.0008987876,0.8862938,0.0005053545,0.00008749744,0.0001105753,0.0002949591,0.0002892395,0.0125456],"genre_scores_gemma":[0.9240675,0.0005624486,0.06807584,0.00006735747,0.00005230061,0.0001921924,0.0002716876,0.00007319308,0.006637564],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01147417,"threshold_uncertainty_score":0.02281475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1117375994261016,"score_gpt":0.3105696479666375,"score_spread":0.1988320485405359,"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."}}