{"id":"W4394892042","doi":"10.3390/mti8040033","title":"The Effect of Culture and Social-Cognitive Characteristics on App Preference and Willingness to Use a Fitness App","year":2024,"lang":"en","type":"article","venue":"Multimodal Technologies and Interaction","topic":"Behavioral Health and Interventions","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; York University","funders":"","keywords":"Collectivism; Preference; Psychology; Social psychology; Popularity; Social cognitive theory; Construct (python library); Cognition; Sensation seeking; Individualism; Personality","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":[0.0001138955,0.0001322348,0.0001640504,0.00007691095,0.0002019206,0.0001077198,0.00006030866,0.00018668,0.000008724349],"category_scores_gemma":[0.0001210351,0.00008298666,0.00003494728,0.0001025871,0.0001665165,0.0001379413,0.00007410863,0.0003487036,0.000007806162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002008753,"about_ca_system_score_gemma":0.000003341138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001736521,"about_ca_topic_score_gemma":0.00002819483,"domain_scores_codex":[0.9992814,0.00005330502,0.0001880101,0.0002606609,0.00005745802,0.0001591804],"domain_scores_gemma":[0.9994906,0.0002791687,0.00006408567,0.00009262479,0.00004852912,0.00002500661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004493409,0.00003426106,0.005978198,0.0001148763,0.00002911476,0.000003138713,0.00114626,5.584542e-8,0.0005853396,0.00112494,0.0002628171,0.9902716],"study_design_scores_gemma":[0.001969991,0.01174508,0.8702532,0.003161879,0.0003066978,0.0001094468,0.02513756,0.002045575,0.01377236,0.0004583959,0.07025588,0.0007839614],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974147,0.0004496699,0.0002490208,0.0005549662,0.0005109776,0.0004163406,0.00008018599,0.0002189583,0.0001051912],"genre_scores_gemma":[0.9990347,0.0002584338,0.00003824952,0.00002358041,0.0000231152,0.0001647667,0.00001264639,0.000009926841,0.0004345932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9894877,"threshold_uncertainty_score":0.3384098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05558079522240747,"score_gpt":0.3854524165905863,"score_spread":0.3298716213681788,"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."}}