{"id":"W4404107952","doi":"10.1080/09687637.2024.2423753","title":"Development of brief assessment packages of psychosocial constructs related to doping","year":2024,"lang":"en","type":"article","venue":"Drugs Education Prevention and Policy","topic":"Doping in Sports","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"World Anti-Doping Agency","keywords":"Psychosocial; Psychology; Applied psychology; Clinical psychology; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02486573,0.001324433,0.001192678,0.003974476,0.0005979026,0.001188705,0.001123673,0.0006947963,0.006146904],"category_scores_gemma":[0.05269105,0.0008332419,0.001864473,0.002082035,0.0004334548,0.001991075,0.001753977,0.001606211,0.001848417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001424471,"about_ca_system_score_gemma":0.004792701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001611632,"about_ca_topic_score_gemma":0.003449314,"domain_scores_codex":[0.9898934,0.004712785,0.002462337,0.000585425,0.001895253,0.0004509018],"domain_scores_gemma":[0.9279328,0.04346741,0.006972297,0.003956895,0.01571522,0.001955418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00088816,0.005440995,0.1705557,0.002567545,0.0002628078,0.0001325535,0.003855507,0.003731332,0.003581515,0.001987213,0.01637086,0.7906258],"study_design_scores_gemma":[0.001153936,0.01298584,0.8755063,0.002469224,0.0004978776,0.0003526833,0.005360763,0.01875137,0.01042716,0.006896761,0.06525793,0.0003401255],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5840331,0.001282191,0.2434569,0.002598939,0.0007055113,0.1189367,0.02243517,0.004571297,0.02198027],"genre_scores_gemma":[0.2656455,0.00142222,0.5592923,0.0007122069,0.0001618748,0.1543742,0.01332324,0.0002627155,0.00480571],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02486573,"threshold_uncertainty_score":0.1315041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01679979686235348,"score_gpt":0.4208455288953405,"score_spread":0.404045732032987,"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."}}