{"id":"W4312430469","doi":"10.2196/41320","title":"Social Support in a Diabetes Online Community: Mixed Methods Content Analysis","year":2022,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council","keywords":"Social support; Content analysis; Prediabetes; Type 2 diabetes; Psychology; Applied psychology; Diabetes mellitus; Medicine; Social psychology; Sociology","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":["sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01066549,0.0002032876,0.0007600338,0.0006487867,0.002612841,0.00002388567,0.0005189921,0.0001498429,0.0041622],"category_scores_gemma":[0.0005963905,0.0001903951,0.0002320396,0.00201614,0.00008239134,0.0005096831,0.0006899597,0.00239919,0.00005066539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004714825,"about_ca_system_score_gemma":0.0002982456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000282579,"about_ca_topic_score_gemma":0.0003338491,"domain_scores_codex":[0.9864423,0.0100713,0.002004435,0.0002379526,0.0003634154,0.0008806534],"domain_scores_gemma":[0.9962511,0.002121139,0.0007218837,0.0005310542,0.0002053965,0.0001694358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002199839,0.0005041042,0.9591845,0.0003809978,0.0001249584,3.174165e-7,0.01726967,0.0000229611,0.0001020108,0.0001934915,0.005152805,0.01704213],"study_design_scores_gemma":[0.0008849114,0.0001158946,0.9050034,0.00001952418,0.0000708108,2.318458e-8,0.01933628,0.00652494,0.00004021188,0.0005536398,0.06723909,0.000211273],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941599,0.00005594773,0.00008495043,0.002166367,0.0003745644,0.001044612,0.0004587221,0.0001366401,0.001518256],"genre_scores_gemma":[0.978715,0.000003066343,0.002796165,0.0140864,0.0001049925,0.002096391,0.001567812,0.0000201514,0.0006099871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06208629,"threshold_uncertainty_score":0.9999023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1838817376463202,"score_gpt":0.5331885322286535,"score_spread":0.3493067945823333,"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."}}