{"id":"W4416946963","doi":"10.1016/j.psychsport.2025.102993","title":"Reflections on non-WEIRD behavior change and the next generation of physical activity research: A commentary on Simpson et al. (2025)","year":2025,"lang":"en","type":"article","venue":"Psychology of sport and exercise","topic":"Physical Education and Pedagogy","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Laurentian University","funders":"","keywords":"Physical activity; Behavior change; Behaviour change; Transgressive; Health behavior","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":[0.03805631,0.001621474,0.003082989,0.001880558,0.01057506,0.011065,0.01006438,0.100839,0.007908219],"category_scores_gemma":[0.1387695,0.001667888,0.003740154,0.002362544,0.02231904,0.01620414,0.009033345,0.1249393,0.004488304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01598302,"about_ca_system_score_gemma":0.03464504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05642225,"about_ca_topic_score_gemma":0.1224689,"domain_scores_codex":[0.9632878,0.01876672,0.003426789,0.003737635,0.008114381,0.002666598],"domain_scores_gemma":[0.7948918,0.1689853,0.004056913,0.002635907,0.01917095,0.01025921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003395346,0.0000133732,0.00006895391,0.0003086877,0.00001826745,0.0001252212,0.001466136,0.00001894604,0.00003641143,0.004090737,0.9889748,0.004844463],"study_design_scores_gemma":[0.0001074465,0.00003710863,0.0005058809,0.003771733,0.00006118949,0.0003083288,0.003318902,0.00006245213,0.0001394018,0.01010411,0.9814939,0.00008945675],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00005289059,0.006502795,0.00004724548,0.9639404,0.02905598,0.000004624072,0.00002659217,0.000005522648,0.0003639339],"genre_scores_gemma":[0.0007066102,0.002037887,0.00009020396,0.9795248,0.0167281,0.00003090016,0.000008403889,0.00001308042,0.0008600467],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.100839,"threshold_uncertainty_score":0.2012634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5548678327568786,"score_gpt":0.6209774987903496,"score_spread":0.06610966603347102,"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."}}