{"id":"W4313492662","doi":"10.1007/s10209-022-00962-z","title":"Ratings and experiences in using a mobile application to increase physical activity among university students: implications for future design","year":2023,"lang":"en","type":"article","venue":"Universal Access in the Information Society","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Experimental Social Science Laboratory, University of California Berkeley; Agency for Healthcare Research and Quality","keywords":"Mental health; Context (archaeology); mHealth; Physical activity; Psychology; Applied psychology; Mobile phone; Medical education; Internet privacy; Multimedia; Medicine; Computer science; Psychological intervention; Physical therapy; Psychotherapist","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":[0.001074663,0.0001073521,0.0001537015,0.0001586848,0.001020914,0.00003766727,0.0004656508,0.0001218347,0.00000362518],"category_scores_gemma":[0.00005704099,0.00009582246,0.00004098332,0.001476958,0.00006944945,0.001401156,0.0001899038,0.0002867409,0.000008761296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003692916,"about_ca_system_score_gemma":0.0002773799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001054227,"about_ca_topic_score_gemma":0.0001648004,"domain_scores_codex":[0.9988399,0.0002156679,0.000257205,0.0001827591,0.000163962,0.0003405705],"domain_scores_gemma":[0.9985633,0.0007176336,0.0002371766,0.0002280862,0.0001292824,0.0001244644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005277686,0.000586124,0.213831,0.001053326,0.0000282835,5.699749e-7,0.6697548,0.009972296,0.0001172176,0.02402962,0.01740747,0.06269155],"study_design_scores_gemma":[0.001857092,0.00006612196,0.4023271,0.00006828098,0.00001844694,5.042426e-7,0.4784777,0.07537676,0.000012854,0.0005582595,0.04101137,0.0002254944],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9491469,0.000003150687,0.04244633,0.001386044,0.0000584508,0.006644418,0.00004819764,0.00007679003,0.0001897156],"genre_scores_gemma":[0.9935571,0.00007461756,0.0008147956,0.0008359133,0.00007911868,0.004536238,0.00005069726,0.000006446422,0.00004510331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1912771,"threshold_uncertainty_score":0.7852149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05759451015685136,"score_gpt":0.4421307120630601,"score_spread":0.3845362019062087,"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."}}