{"id":"W4399409679","doi":"10.2196/55424","title":"Development and Validation of a Measure for Seeking Health Information in the Diabetes Online Community: Mixed Methods Study","year":2024,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Measure (data warehouse); Computer science; Community health; Data science; Psychology; Medicine; Data mining; Nursing; Public health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04340948,0.0005185014,0.0008575819,0.003407106,0.002092655,0.002311542,0.001531916,0.001032243,0.001795476],"category_scores_gemma":[0.04275297,0.0006557698,0.001512151,0.002745093,0.001045153,0.001784734,0.002716604,0.001068843,0.0003154216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002435414,"about_ca_system_score_gemma":0.004995338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003884242,"about_ca_topic_score_gemma":0.006888784,"domain_scores_codex":[0.9786324,0.01256632,0.002630566,0.001249879,0.004250441,0.0006703413],"domain_scores_gemma":[0.9648586,0.01676314,0.004294046,0.002741789,0.01014582,0.00119661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009242552,0.008370944,0.7009796,0.001806456,0.0005483167,0.000321562,0.04806654,0.0006012839,0.003042823,0.002557328,0.002361763,0.2304191],"study_design_scores_gemma":[0.001001606,0.008416687,0.8961184,0.001365107,0.0006403337,0.0005246486,0.06172809,0.007327515,0.004140133,0.002537337,0.01598785,0.0002123064],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9544471,0.0002827706,0.01469101,0.0002789373,0.0000607052,0.02470833,0.001083148,0.00004194657,0.004405963],"genre_scores_gemma":[0.868279,0.0003934717,0.06822857,0.0004967499,0.00004945846,0.0600609,0.001268071,0.00003058285,0.001193164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04340948,"threshold_uncertainty_score":0.229574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1167010366269574,"score_gpt":0.5089669609978804,"score_spread":0.392265924370923,"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."}}