{"id":"W2430950400","doi":"10.2196/mhealth.4997","title":"A Theory-Based Exercise App to Enhance Exercise Adherence: A Pilot Study","year":2016,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"mHealth; Self-monitoring; Physical therapy; Session (web analytics); Medicine; Theory of planned behavior; Self-management; Social cognitive theory; Activity monitor; Short Message Service; Psychology; Physical activity; Psychological intervention; Control (management); Computer science; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002536806,0.0007199795,0.0008409547,0.0006589235,0.0006527618,0.0006227054,0.0009332377,0.0008553194,0.003310888],"category_scores_gemma":[0.004107091,0.0005168836,0.0007399621,0.0002645176,0.0005088181,0.0005215813,0.0007802403,0.00103424,0.0005586775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003208704,"about_ca_system_score_gemma":0.001044924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001317958,"about_ca_topic_score_gemma":0.001724839,"domain_scores_codex":[0.9991255,0.0003486503,0.00007785872,0.000118609,0.0001844116,0.0001449538],"domain_scores_gemma":[0.998062,0.001093193,0.0001069114,0.0001869151,0.0002486383,0.0003023622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.01625861,0.6750305,0.02411663,0.001802965,0.0002811021,0.0009018499,0.01003454,0.0009171761,0.02301485,0.0002007825,0.001396901,0.2460441],"study_design_scores_gemma":[0.02711998,0.7789691,0.1675123,0.0003122005,0.0005344081,0.0007139327,0.003978751,0.005851261,0.00934421,0.0003388964,0.00522917,0.0000956815],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959843,0.00003868881,0.0006008855,0.00005581884,0.00001878838,0.002614118,0.00006871697,0.00002969791,0.0005890406],"genre_scores_gemma":[0.973695,0.000414023,0.01487006,0.0002339904,0.00005968089,0.008165942,0.0002387764,0.00001844889,0.002304178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003310888,"threshold_uncertainty_score":0.01341605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07742869978573465,"score_gpt":0.4712820020697789,"score_spread":0.3938533022840442,"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."}}