{"id":"W4399771483","doi":"10.32920/26052745.v1","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; Process management; Systems engineering; Business; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004821504,0.0003663577,0.00034066,0.0002028731,0.0002495473,0.0001736934,0.0002062105,0.0003186379,0.000009016119],"category_scores_gemma":[0.000005649428,0.0003573822,0.00005582955,0.0001217436,0.00002887821,0.00008903325,0.0003803358,0.0008542578,0.000009498949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000107792,"about_ca_system_score_gemma":0.00001513181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002972661,"about_ca_topic_score_gemma":5.431223e-7,"domain_scores_codex":[0.9986436,0.00001996018,0.0004992858,0.0004170855,0.0001636829,0.0002564171],"domain_scores_gemma":[0.9993857,0.00004100469,0.00008331109,0.0003878619,0.00003550525,0.00006664833],"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":[5.291056e-7,0.000002860654,0.0001894519,0.002351715,0.00002851467,9.137848e-7,0.0003155195,0.9886897,0.005893853,0.0005649112,0.0001615695,0.001800522],"study_design_scores_gemma":[0.00006714322,0.00001937956,0.0003602398,0.001346915,0.00003084914,0.000008256276,0.00008930797,0.992975,0.003433203,0.001067341,0.0001897388,0.0004126148],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.885688,0.0009993212,0.1052877,0.00001800249,0.0003871574,0.0003249429,0.000004972416,0.001392966,0.005896931],"genre_scores_gemma":[0.9477856,0.000105199,0.05112237,0.000004509915,0.0003223822,0.00009210879,0.00005940731,0.00009184913,0.0004165399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06209765,"threshold_uncertainty_score":0.9998878,"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."}}