{"id":"W3216369201","doi":"10.1119/5.0121242","title":"The first Global e-Competition on Astronomy and Astrophysics","year":2023,"lang":"en","type":"article","venue":"American Journal of Physics","topic":"Educational Games and Gamification","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Theoretical Astrophysics; University of Toronto","funders":"","keywords":"Olympiad; Competition (biology); Physics; Astronomy; Set (abstract data type); Astrophysics; Computer science","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":[0.003876054,0.0008490867,0.0005731289,0.0006880425,0.003319732,0.005166645,0.001048013,0.002445108,0.03513766],"category_scores_gemma":[0.00509605,0.0002324711,0.0008208049,0.0007603133,0.001300396,0.00293239,0.007182238,0.003693201,0.009143746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00126811,"about_ca_system_score_gemma":0.003671916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003411885,"about_ca_topic_score_gemma":0.009687228,"domain_scores_codex":[0.9981552,0.0004630964,0.00004420862,0.0002009621,0.0004189952,0.0007175232],"domain_scores_gemma":[0.9925072,0.000598411,0.0001311861,0.0002695036,0.000870087,0.0056236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001262646,0.001317772,0.009495523,0.0006014779,0.0001118417,0.001146982,0.00220502,0.001558106,0.004763473,0.0302581,0.8212786,0.1260004],"study_design_scores_gemma":[0.0001330927,0.0008016297,0.02337989,0.0001920879,0.00001635044,0.0003092097,0.002660085,0.001903125,0.001329067,0.01125488,0.9579456,0.00007498032],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2875355,0.003015616,0.02475243,0.04946525,0.03418683,0.002349222,0.007637689,0.002787712,0.5882698],"genre_scores_gemma":[0.606321,0.001131989,0.01962424,0.01221239,0.003930151,0.0009944587,0.01167996,0.001368685,0.342737],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03513766,"threshold_uncertainty_score":0.1175472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01254734229272749,"score_gpt":0.295976597320267,"score_spread":0.2834292550275395,"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."}}