{"id":"W4385226456","doi":"10.2196/49439","title":"Demographic Comparison of Information Security Behavior Toward Health Information System Protection: Survey Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Information and Cyber Security","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universitas Indonesia","keywords":"Test (biology); Descriptive statistics; Harm; Psychology; Scale (ratio); Information security; Applied psychology; Affect (linguistics); Gerontology; Environmental health; Social psychology; Statistics; Medicine; Computer science; Computer security; Geography; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.009034008,0.0002057205,0.0004418734,0.002080588,0.0007543008,0.0005076244,0.001092454,0.0001289831,0.000008827281],"category_scores_gemma":[0.0001388129,0.0001877546,0.00009885203,0.006145914,0.0001162049,0.01006861,0.0006333675,0.0007887716,0.0007605734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003392553,"about_ca_system_score_gemma":0.0003929083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009858799,"about_ca_topic_score_gemma":0.0001188229,"domain_scores_codex":[0.9939647,0.001421231,0.001517092,0.0001723538,0.002228162,0.0006964624],"domain_scores_gemma":[0.9964547,0.0001547158,0.0006841638,0.0006634657,0.001828939,0.0002139942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000150788,0.0008675979,0.0434933,0.002155837,0.00008139489,0.000001651754,0.8167702,0.0001340058,0.000002736447,0.04519731,0.01196516,0.07918004],"study_design_scores_gemma":[0.001289941,0.001675356,0.8096262,0.000103142,0.000002979798,0.000009037475,0.06007386,0.1243347,0.000184699,0.0001493673,0.002271772,0.0002789325],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9250932,0.00002005991,0.06220817,0.0007444142,0.0008427341,0.007084528,0.0001773066,0.001047295,0.002782284],"genre_scores_gemma":[0.9986784,0.000006629024,0.0001114313,0.00003399849,0.00001588039,0.0009562347,0.0001872759,0.000005279365,0.000004808974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.766133,"threshold_uncertainty_score":0.9775887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1221087673900505,"score_gpt":0.4248576993085959,"score_spread":0.3027489319185455,"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."}}