{"id":"W4292828586","doi":"10.2196/39274","title":"Health Information Sourcing and Health Knowledge Quality: Repeated Cross-sectional Survey","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"James S. McDonnell Foundation; National Science Foundation","keywords":"Medicine; Health Information National Trends Survey; Information quality; Social media; Family medicine; Psychological intervention; Environmental health; Health care; Public health; Nursing; Health information; Information system","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":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.08370887,0.0002038325,0.000508443,0.0008796554,0.01257839,0.0001720071,0.0003986145,0.000137862,0.001133814],"category_scores_gemma":[0.001017674,0.0001877928,0.00006448601,0.001751052,0.0002128549,0.004078425,0.001091523,0.003510191,0.0005141032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003089471,"about_ca_system_score_gemma":0.004433757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005683755,"about_ca_topic_score_gemma":0.0004982741,"domain_scores_codex":[0.9773551,0.01513273,0.004022181,0.0003513038,0.001563237,0.001575452],"domain_scores_gemma":[0.9937739,0.001924769,0.001448392,0.0005105275,0.001714521,0.0006278281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003086093,0.0001602305,0.8181217,0.002267855,0.00001441066,1.092817e-7,0.1204954,0.00002223663,4.972262e-7,0.003432065,0.02963757,0.02553937],"study_design_scores_gemma":[0.001145853,0.000392021,0.8586109,0.00006286871,1.675775e-7,0.000003801578,0.01044332,0.002863093,7.122592e-7,0.0003136217,0.1260248,0.0001388559],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755601,0.0003840154,0.001785428,0.003993268,0.0009588628,0.00401086,0.00133158,0.000258909,0.01171697],"genre_scores_gemma":[0.9910629,0.00008139779,0.000118976,0.0046642,0.0001050503,0.001260947,0.001790801,0.00001736063,0.0008983922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1100521,"threshold_uncertainty_score":0.9997793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3547804222584217,"score_gpt":0.6407876342842931,"score_spread":0.2860072120258714,"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."}}