{"id":"W3027163837","doi":"10.2196/17709","title":"Influence of Personality on mHealth Use in Patients with Diabetes: Prospective Pilot Study","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; Agreeableness; Conscientiousness; Psychological intervention; Extraversion and introversion; Personality; Medicine; Big Five personality traits; Logistic regression; Clinical psychology; Psychology; Social psychology; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001489539,0.0004566092,0.001106739,0.0002820233,0.0009822443,0.00001199874,0.0002775095,0.0001727736,0.00004298116],"category_scores_gemma":[0.0004280406,0.0003769582,0.0000325631,0.001206418,0.0001814071,0.0003114643,0.0001070733,0.001757626,0.00005122119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005494751,"about_ca_system_score_gemma":0.00250551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002375689,"about_ca_topic_score_gemma":0.001749149,"domain_scores_codex":[0.9931972,0.001289869,0.00189556,0.001148778,0.000770853,0.001697723],"domain_scores_gemma":[0.9946056,0.0009578545,0.001131554,0.0006612962,0.0005085195,0.002135187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003697389,0.002506403,0.9806277,0.00502222,0.00001190174,0.000001210951,0.005145119,0.00005420644,0.000001273374,0.001341778,0.0004817383,0.001109096],"study_design_scores_gemma":[0.00780595,0.01706898,0.9724832,0.0003579807,0.00003297636,9.226716e-8,0.001040831,0.00006467046,6.7702e-7,0.00007444763,0.0008271618,0.000243024],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979624,0.000102381,0.000007215828,0.003481179,0.00007548187,0.01607463,0.0002310598,0.0001354269,0.0002686377],"genre_scores_gemma":[0.9774874,0.000143032,0.0001679818,0.01627458,0.0001541022,0.005627772,0.00005422493,0.00006495308,0.00002590678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01456258,"threshold_uncertainty_score":0.9998682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09338527001959337,"score_gpt":0.4238932346402643,"score_spread":0.3305079646206709,"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."}}