{"id":"W4403890742","doi":"10.2196/57748","title":"The Complex Interaction Between Sleep-Related Information, Misinformation, and Sleep Health: Call for Comprehensive Research on Sleep Infodemiology and Infoveillance","year":2024,"lang":"en","type":"article","venue":"JMIR Infodemiology","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Misinformation; Sleep (system call); Preprint; Psychology; Computer science; World Wide Web; Computer security","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":[0.002157777,0.0003324707,0.0008113736,0.0004832915,0.0005805696,0.0001233543,0.0002386485,0.0003767027,0.00001738058],"category_scores_gemma":[0.001527571,0.0002480646,0.00009757779,0.0004354227,0.0008183641,0.0006180828,0.0002904355,0.001074313,0.0001514516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002811105,"about_ca_system_score_gemma":0.000196005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001144345,"about_ca_topic_score_gemma":0.00004323357,"domain_scores_codex":[0.9964214,0.0005467864,0.001516692,0.0004155567,0.0003049698,0.0007945763],"domain_scores_gemma":[0.9918482,0.00613357,0.0003788087,0.0005739746,0.0007086186,0.0003567986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003584556,0.00009466657,0.1939261,0.003485092,0.001275351,0.00001356791,0.008465878,0.002238569,0.00008223719,0.06866973,0.4079288,0.3102355],"study_design_scores_gemma":[0.001461834,0.0009042249,0.4246973,0.0001446793,0.00002683571,0.0001085579,0.0003876121,0.06779236,0.000003140123,0.001893566,0.5023656,0.0002143531],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.912789,0.005277158,0.004606082,0.06199871,0.001340868,0.007060711,0.001331648,0.001107826,0.004487939],"genre_scores_gemma":[0.9890837,0.0008595185,0.0006558675,0.006447525,0.0002230207,0.0004576241,0.002194776,0.00002856277,0.00004937719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3100211,"threshold_uncertainty_score":0.9999971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.126956873603336,"score_gpt":0.4531250559654048,"score_spread":0.3261681823620687,"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."}}