{"id":"W4285333922","doi":"10.2196/34650","title":"Exploring the Experiences and Perspectives of Insulin Therapy in Type 2 Diabetes via Web-Based UK Diabetes Health Forums: Qualitative Thematic Analysis of Threads","year":2022,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Diabetes Management and Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thematic analysis; Type 2 diabetes; Medicine; Empowerment; Diabetes management; Health care; Inclusion (mineral); Qualitative research; Nursing; Diabetes mellitus; Family medicine; Psychology; Social psychology; Sociology; Political science","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":[0.001520443,0.000211135,0.0007877183,0.0008614595,0.0001545112,0.0000206206,0.0002113047,0.00002417127,0.0002307577],"category_scores_gemma":[0.0001684143,0.0001537285,0.0001632703,0.002535376,0.0003018202,0.0001730114,0.00008969857,0.0001696275,8.104382e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001009051,"about_ca_system_score_gemma":0.0001106825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003310634,"about_ca_topic_score_gemma":0.00001276915,"domain_scores_codex":[0.9978321,0.0004192198,0.0005541523,0.0003362826,0.0004424388,0.0004158331],"domain_scores_gemma":[0.9981422,0.0008863559,0.0004019867,0.0003813522,0.0001186913,0.00006939365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006130863,0.0008082291,0.6601552,0.0004017589,0.00103278,1.615133e-7,0.3147103,0.0001224634,0.002447979,0.0003002914,0.0001332494,0.01982627],"study_design_scores_gemma":[0.001171687,0.002029747,0.5516093,0.0001974423,0.0002606963,1.674742e-8,0.4310672,0.007555958,0.005209069,0.0006083921,0.00006686121,0.0002236364],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904126,0.006766814,0.0000020419,0.001621392,0.0001170431,0.0009222868,0.0000124521,0.00002887314,0.000116476],"genre_scores_gemma":[0.9975556,0.0002836275,0.0001418386,0.0003267151,0.00002573114,0.001569588,0.00005104666,0.00002139928,0.00002445426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1163569,"threshold_uncertainty_score":0.6268868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08403318542220936,"score_gpt":0.3519364677112763,"score_spread":0.267903282289067,"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."}}