{"id":"W4409653625","doi":"10.1249/fit.0000000000001058","title":"ChatGPT-Generated Resistance Training Programs","year":2025,"lang":"en","type":"article","venue":"ACSMʼs Health & Fitness Journal","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Resistance (ecology); Training (meteorology); Resistance training; Computer science; Medicine; Biology; Geography; Physical therapy","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":[],"consensus_categories":[],"category_scores_codex":[0.001366035,0.0001678483,0.0004111406,0.0002596745,0.0007868303,0.00009130625,0.0001440323,0.0001393227,0.0001142047],"category_scores_gemma":[0.0003067499,0.0001474541,0.00009576602,0.0007829615,0.00009024511,0.0001566076,0.00001595291,0.0007454341,0.0000318872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004398237,"about_ca_system_score_gemma":0.00372084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002322216,"about_ca_topic_score_gemma":0.0004466975,"domain_scores_codex":[0.9976339,0.0001557274,0.000931579,0.0002695707,0.0003267264,0.0006824957],"domain_scores_gemma":[0.998331,0.00009210532,0.0002946819,0.0002697301,0.0005534102,0.0004590554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003330492,0.0002482964,0.01513061,0.0005526767,0.00006051375,0.00004288767,0.01012018,0.00001474078,0.0001951138,0.00232822,0.01766668,0.953307],"study_design_scores_gemma":[0.001248857,0.001857797,0.04786456,0.009976275,0.0001878784,0.001187236,0.03803915,0.000985281,0.005836347,0.02304713,0.8688816,0.0008878266],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8071237,0.01058333,0.005704308,0.1664041,0.004685931,0.001070165,0.000003391216,0.0001763016,0.004248803],"genre_scores_gemma":[0.9817148,0.001374327,0.002287704,0.008215212,0.001122723,0.0000484832,0.00003091985,0.00002287034,0.005182941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9524192,"threshold_uncertainty_score":0.6600611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2410407296387163,"score_gpt":0.4724716455118277,"score_spread":0.2314309158731114,"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."}}