{"id":"W7116048455","doi":"10.1249/fit.0000000000001122","title":"Authenticity Over Algorithms","year":2025,"lang":"en","type":"article","venue":"ACSMʼs Health & Fitness Journal","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"123 Certification (Canada)","funders":"","keywords":"","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":[0.01848299,0.001186681,0.001533776,0.002476889,0.0048901,0.01269009,0.003030542,0.005480928,0.02337266],"category_scores_gemma":[0.1269824,0.001421561,0.001967187,0.002131665,0.01410591,0.03265501,0.01266016,0.009525099,0.004619647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003005666,"about_ca_system_score_gemma":0.00293931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008302251,"about_ca_topic_score_gemma":0.0004854428,"domain_scores_codex":[0.9632145,0.01668894,0.002438869,0.00868721,0.00745011,0.001520373],"domain_scores_gemma":[0.8841189,0.07163377,0.003974833,0.02843316,0.009471931,0.002367323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005264071,0.00002459637,0.0003689807,0.00006070048,0.00001295546,0.00002852277,0.0004449741,0.002171261,0.00009566198,0.9746432,0.001882993,0.02021356],"study_design_scores_gemma":[0.00001778218,0.00002740614,0.0000670736,0.00004718835,0.00001099631,0.00007569143,0.0001039059,0.008230689,0.0003848227,0.98048,0.01054584,0.000008602845],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03428506,0.002426103,0.7631047,0.02267366,0.001010636,0.0002715068,0.0002820458,0.000982528,0.1749639],"genre_scores_gemma":[0.7684694,0.001492124,0.1765449,0.003215378,0.00170303,0.0003521771,0.000666244,0.000936857,0.04661991],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02337266,"threshold_uncertainty_score":0.09774852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05189264338444857,"score_gpt":0.4709618946182217,"score_spread":0.4190692512337732,"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."}}