{"id":"W4226313671","doi":"10.1007/978-3-030-98682-7_12","title":"Engineering Features to Improve Pass Prediction in Soccer Simulation 2D Games","year":2022,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Sports Analytics and Performance","field":"Economics, Econometrics and Finance","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland; Dalhousie University","funders":"","keywords":"Computer science; Artificial intelligence; Aerospace engineering; 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":[0.0003951487,0.0007868407,0.0006058161,0.0007758729,0.0002403826,0.0007648297,0.0006089531,0.0006407205,0.002704988],"category_scores_gemma":[0.002033793,0.0003774142,0.0004040331,0.0004650468,0.0001493236,0.0006266996,0.0005104403,0.0006633271,0.000826025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000270115,"about_ca_system_score_gemma":0.0003005731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005690325,"about_ca_topic_score_gemma":0.006690477,"domain_scores_codex":[0.9998436,0.00002169824,0.00001047479,0.00004106559,0.00005137773,0.00003172129],"domain_scores_gemma":[0.9992692,0.0003577547,0.00006373366,0.00005150104,0.0002111164,0.00004678819],"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":[0.001011739,0.0006113593,0.01387868,0.00009799666,0.00007295882,0.0001206867,0.00004150421,0.5967245,0.01292449,0.0008891442,0.004975466,0.3686516],"study_design_scores_gemma":[0.000007746178,0.00005667422,0.002068516,0.000004271812,0.00000980964,0.00001078621,0.000007231829,0.9955673,0.001783977,0.0002557007,0.0002240419,0.000003959233],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5416923,0.0008052988,0.4448476,0.0003965871,0.0002386167,0.00009411642,0.001049269,0.004348715,0.006527473],"genre_scores_gemma":[0.9653478,0.0001036072,0.0312288,0.00005900072,0.00003667766,0.00003276565,0.000870372,0.0001316078,0.002189312],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.005690325,"threshold_uncertainty_score":0.01131445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01375504023573012,"score_gpt":0.2098368301760693,"score_spread":0.1960817899403392,"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."}}