{"id":"W2154742701","doi":"10.5555/2693848.2694063","title":"Discrete choice, agent based and system dynamics simulation of health profession career paths","year":2014,"lang":"en","type":"article","venue":"Winter Simulation Conference","topic":"Economic and Environmental Valuation","field":"Economics, Econometrics and Finance","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science; Discrete choice; Certainty; System dynamics; Explanatory power; Heteroscedasticity; Scale (ratio); Econometrics; Artificial intelligence; Machine learning; Economics; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.0005755138,0.0001226177,0.0003046198,0.0001050249,0.00008346533,0.00003165178,0.00008206748,0.0000734526,0.00009790451],"category_scores_gemma":[0.00005964456,0.0001343973,0.00004792584,0.00005075514,0.00004067463,0.000208718,0.00004020064,0.00006641983,0.00004698263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002190704,"about_ca_system_score_gemma":0.00001395054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001279732,"about_ca_topic_score_gemma":0.00003691085,"domain_scores_codex":[0.9987748,0.00006416647,0.0006734874,0.0003020169,0.00004570443,0.0001398665],"domain_scores_gemma":[0.9989786,0.000131623,0.0005783258,0.0002262888,0.00002944522,0.00005573153],"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":[0.00001248221,0.00002696383,0.3545291,0.0001617499,0.00001250234,4.532088e-8,0.0005789623,0.6209424,0.000006623527,0.01676754,0.000006960724,0.006954729],"study_design_scores_gemma":[0.0003743738,0.00006240336,0.2090025,0.00008116021,0.000003266524,7.307631e-8,0.0001439883,0.7894963,0.000007776791,0.0004260027,0.0002982375,0.0001039055],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4542506,0.0000632972,0.5434869,0.0002268904,0.0002105225,0.0002544329,0.00005452015,0.00002387617,0.001429003],"genre_scores_gemma":[0.9991648,0.000003912583,0.0003838622,0.0001130628,0.00003267487,0.00001065855,0.0001156188,0.00001478237,0.0001606849],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5449142,"threshold_uncertainty_score":0.5480564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.106491231119714,"score_gpt":0.2694329720781002,"score_spread":0.1629417409583863,"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."}}