{"id":"W4386803071","doi":"10.23977/acss.2023.070714","title":"Fencing Model Development and Web Deployment Report","year":2023,"lang":"en","type":"article","venue":"Advances in Computer Signals and Systems","topic":"Sports Analytics and Performance","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fencing; Computer science; Software deployment; Linear regression; Linear model; Simulation; Machine learning; Software engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007585486,0.0001182053,0.0003189061,0.0001970862,0.00008543098,0.00009149035,0.00007746213,0.00004067995,0.000004101159],"category_scores_gemma":[0.000004560588,0.0001180902,0.00002075956,0.0001780222,0.00002110873,0.0002311139,0.00007835527,0.00006312057,0.00001705626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003094569,"about_ca_system_score_gemma":0.00001772099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000385516,"about_ca_topic_score_gemma":0.00002890581,"domain_scores_codex":[0.9987231,0.000004447397,0.0006380452,0.0003671947,0.00004739777,0.0002197501],"domain_scores_gemma":[0.999538,0.00002876331,0.0002008323,0.0001555903,0.00001585214,0.00006097312],"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":[0.000007158656,0.00003614505,0.3390336,0.0003220557,0.00004190084,0.0001916531,0.001517634,0.6031559,0.00001181807,0.03365204,0.0004536607,0.02157648],"study_design_scores_gemma":[0.0001836984,0.00001674432,0.004498696,0.00008418619,0.000001016426,0.00002661608,0.0000346114,0.945013,0.000006833784,0.001384029,0.04858049,0.00017004],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9013058,0.0187279,0.07737655,0.00007974783,0.0007261701,0.0002063592,0.0000113085,0.00005685027,0.00150932],"genre_scores_gemma":[0.9944917,0.003332207,0.001453137,0.00006259435,0.00009194381,0.00002686486,0.00000756851,0.0000125976,0.0005213756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3418572,"threshold_uncertainty_score":0.4815578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04932321226934093,"score_gpt":0.2505207851052801,"score_spread":0.2011975728359392,"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."}}