{"id":"W2956119390","doi":"10.1177/0951484819845840","title":"The future state of patient engagement? Personal health information use, attitudes towards health, and health behavior","year":2019,"lang":"en","type":"article","venue":"Health Services Management Research","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Health Information National Trends Survey; Psychosocial; Health care; Agency (philosophy); Medicine; Psychology; Health promotion; Health information; Environmental health; Nursing; Gerontology; Family medicine; Public health; Psychiatry","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.02869915,0.0003550277,0.0007935702,0.0006796768,0.005643812,0.0002492245,0.0006589247,0.0001195608,0.0002058588],"category_scores_gemma":[0.0000316927,0.0002609466,0.00008597245,0.001174792,0.0001373902,0.00284717,0.001026893,0.002002455,0.0002810113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001786033,"about_ca_system_score_gemma":0.004183341,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01456291,"about_ca_topic_score_gemma":0.004340626,"domain_scores_codex":[0.9849213,0.005255355,0.004358403,0.0005711216,0.002337383,0.002556482],"domain_scores_gemma":[0.9935758,0.000498044,0.00272474,0.001020914,0.0009374114,0.001243082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002882509,0.000232605,0.1623714,0.06136031,0.00004669325,4.323778e-7,0.09081239,0.000008013358,8.091163e-8,0.00497881,0.01537255,0.6645285],"study_design_scores_gemma":[0.0009434872,0.001068695,0.4495273,0.001372885,0.000001612424,7.521755e-7,0.05380249,0.0006745856,2.406669e-7,0.00009247821,0.4923761,0.0001393643],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8198625,0.0125449,0.0002407393,0.1293312,0.002714859,0.03196426,0.0005555264,0.0003134235,0.002472573],"genre_scores_gemma":[0.7702738,0.06952752,0.003885775,0.1505285,0.0003159765,0.002250426,0.001347554,0.00008125632,0.001789177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6643891,"threshold_uncertainty_score":0.9999843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09783481158481218,"score_gpt":0.5027561984347615,"score_spread":0.4049213868499493,"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."}}