{"id":"W4408946496","doi":"10.3389/fpsyg.2025.1547090","title":"Dynamic representations of theory testing in physical activity using ecological momentary assessment: an example guide utilizing multi-process action control","year":2025,"lang":"en","type":"review","venue":"Frontiers in Psychology","topic":"Behavioral Health and Interventions","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University; University of Victoria","funders":"","keywords":"Operationalization; Construct (python library); Action (physics); Process (computing); Experience sampling method; Psychological intervention; Control (management); Computer science; Psychology; Sample (material); Management science; Data science; Artificial intelligence; Social psychology; Epistemology; Engineering","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":[0.01432021,0.00207966,0.001000388,0.004251454,0.001844721,0.004852306,0.003526707,0.004382459,0.01081612],"category_scores_gemma":[0.02632504,0.0008877326,0.001352231,0.003742705,0.004981927,0.004289678,0.003738864,0.004712226,0.005249608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002220959,"about_ca_system_score_gemma":0.003792846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005860186,"about_ca_topic_score_gemma":0.008686972,"domain_scores_codex":[0.9889053,0.008050126,0.0006717459,0.0006108843,0.001593697,0.0001682656],"domain_scores_gemma":[0.9805791,0.01462093,0.0004704254,0.002083872,0.001958279,0.0002874286],"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":[0.0001470883,0.0007428427,0.002845126,0.002062536,0.00004491238,0.001416697,0.02397039,0.005356125,0.008560825,0.3121589,0.08037081,0.5623238],"study_design_scores_gemma":[0.0001048051,0.0005626162,0.004257898,0.002746106,0.00004183822,0.002244008,0.005439122,0.02805956,0.008038932,0.1901695,0.7580984,0.000237188],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.003090338,0.001348148,0.9586001,0.003705312,0.0002180132,0.001799171,0.0007416728,0.002900401,0.02759681],"genre_scores_gemma":[0.01035762,0.001034687,0.977372,0.0008250772,0.00004092645,0.002120212,0.0002544046,0.0003885917,0.007606373],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01432021,"threshold_uncertainty_score":0.07573342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2975216876664429,"score_gpt":0.5818189032000208,"score_spread":0.284297215533578,"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."}}