{"id":"W4366210447","doi":"10.3389/fspor.2023.1046318","title":"Classification in Para skiing: do better performing skiers have better visual functions?","year":2023,"lang":"en","type":"article","venue":"Frontiers in Sports and Active Living","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"University of Waterloo; Vrije Universiteit Amsterdam","keywords":"Alpine skiing; GLARE; Visual field; Perception; Contrast (vision); Visual acuity; Visual perception; Cluster (spacecraft); Psychology; Mathematics; Computer science; Physical medicine and rehabilitation; Artificial intelligence; Medicine; Ophthalmology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004880115,0.0005145359,0.000444327,0.001914421,0.0006868587,0.0009575097,0.0005087733,0.0005534052,0.004266105],"category_scores_gemma":[0.00141377,0.0001272579,0.0003713906,0.001241305,0.0005557429,0.0004676805,0.000543336,0.0002789917,0.000926696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004294978,"about_ca_system_score_gemma":0.0004937158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02983297,"about_ca_topic_score_gemma":0.03101603,"domain_scores_codex":[0.9996643,0.00003978551,0.00002943402,0.00009391736,0.00006504815,0.0001075126],"domain_scores_gemma":[0.9991803,0.00008278992,0.0003507439,0.00003839181,0.0002124603,0.0001352169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000344133,0.00003882957,0.9893122,0.00005542809,0.00005832774,0.0000705487,0.0003903156,0.0001412833,0.0008511365,0.0000463317,0.000325085,0.008366329],"study_design_scores_gemma":[0.000006441267,0.0001211665,0.99795,0.00002836123,0.00002092295,0.0001192644,0.0009571541,0.0003068694,0.0001150414,0.00008224042,0.0002876178,0.000004806074],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983557,0.000303277,0.0001799741,0.00006027998,0.00001180149,0.00001279581,0.0003182355,0.000007961022,0.0007500466],"genre_scores_gemma":[0.9988698,0.0001334907,0.0001564057,0.00001662767,0.00001445259,0.00001155887,0.0004458456,0.000003074227,0.0003486827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02983297,"threshold_uncertainty_score":0.0593186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02768992474580368,"score_gpt":0.3245597806610467,"score_spread":0.296869855915243,"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."}}