{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002888309,0.0003271477,0.0003051632,0.0006279199,0.0005421948,0.001456531,0.0003178292,0.0004180773,0.004035982],"category_scores_gemma":[0.0177852,0.000208469,0.0008152996,0.0004344895,0.0006358345,0.0006701347,0.0006245271,0.00081068,0.0003717006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003595191,"about_ca_system_score_gemma":0.000546271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006068594,"about_ca_topic_score_gemma":0.008036783,"domain_scores_codex":[0.9980485,0.0008325588,0.0002309154,0.000233546,0.0004321648,0.0002223372],"domain_scores_gemma":[0.977231,0.01439915,0.003825516,0.0008148694,0.001990278,0.00173914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004369827,0.0005298179,0.9804958,0.0001214178,0.0003514047,0.0001374092,0.003896967,0.0001069215,0.000580879,0.00009273987,0.0002107098,0.01303896],"study_design_scores_gemma":[0.00001213936,0.0003335579,0.9942667,0.00004121692,0.0001093307,0.0001145163,0.003965819,0.000458862,0.0002184113,0.00008295311,0.0003768694,0.00001949636],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980128,0.0001334867,0.0001110646,0.00006208548,0.000007659106,0.00002297417,0.00005522477,0.000002738899,0.001592018],"genre_scores_gemma":[0.9992981,0.00008664704,0.0001334477,0.00003574423,0.00000506131,0.00002928112,0.00005581043,0.000003109687,0.0003527918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006068594,"threshold_uncertainty_score":0.015275,"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."}}