{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004524913,0.0001201804,0.0002783751,0.0001452557,0.003543164,0.0004865904,0.0004258783,0.0002083582,0.0003913534],"category_scores_gemma":[0.001096576,0.000112454,0.000128932,0.0004701664,0.000339348,0.0005251148,0.00005676779,0.0009282888,0.00002216976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004552973,"about_ca_system_score_gemma":0.003469582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006360245,"about_ca_topic_score_gemma":0.002908447,"domain_scores_codex":[0.997479,0.0005225837,0.0004333658,0.0001699003,0.0006571602,0.000738038],"domain_scores_gemma":[0.9983731,0.0002843089,0.0002561349,0.0001498011,0.0004383785,0.0004982684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004834451,0.0003465409,0.01603086,0.0001237011,0.0001513459,0.00004317436,0.0802338,0.00001619216,0.00002072912,0.5754127,0.1199461,0.2076265],"study_design_scores_gemma":[0.001049856,0.0001233811,0.06406626,0.0003526451,0.00003139143,0.000008058555,0.00971506,0.00008521459,0.00001976579,0.2758405,0.6483815,0.0003262813],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2775979,0.004078471,0.007704077,0.563225,0.01133274,0.0007221438,0.00002437216,0.0002299135,0.1350854],"genre_scores_gemma":[0.9693452,0.003199613,0.0006414261,0.01746781,0.001339972,0.000004391064,0.000001751047,0.00001409002,0.007985742],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6917472,"threshold_uncertainty_score":0.9977541,"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."}}