{"id":"W3048852867","doi":"10.2196/16318","title":"Using the Self-Management Assessment Scale for Screening Support Needs in Type 2 Diabetes: Qualitative Study","year":2020,"lang":"en","type":"article","venue":"JMIR Nursing","topic":"Diabetes Management and Education","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medicinska fakulteten, Umeå Universitet; Umeå Universitet; Kempe Foundation","keywords":"Empowerment; Self-management; Nursing; Qualitative research; Scale (ratio); Medicine; Health care; Digital health; Diabetes management; Psychology; Type 2 diabetes; Computer science; Diabetes mellitus","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":[0.0005996832,0.0001337549,0.0002237441,0.000162344,0.0001233024,0.00006085344,0.0001035749,0.00002761257,0.00002978722],"category_scores_gemma":[0.0000173801,0.0001096709,0.00005438166,0.0007029142,0.00003105091,0.0001372838,0.00003561906,0.0001260354,0.000004764483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001862695,"about_ca_system_score_gemma":0.00004614632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003286521,"about_ca_topic_score_gemma":8.736981e-7,"domain_scores_codex":[0.9988499,0.00009673013,0.0002624535,0.0002270066,0.0002557665,0.0003081842],"domain_scores_gemma":[0.9995157,0.00007341174,0.00008960045,0.0001775276,0.00006467228,0.00007905324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004171072,0.004169923,0.1533369,0.0009473634,0.0006453515,0.000009863842,0.7453861,0.0003492744,0.0008047966,0.0009921646,0.01681198,0.07612923],"study_design_scores_gemma":[0.003622012,0.001847562,0.0930924,0.0005850656,0.000717278,3.670945e-7,0.8651009,0.02888033,0.0001179149,0.0002401578,0.005482558,0.0003134581],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841693,0.00003134662,0.002154154,0.005151728,0.0003143145,0.003008854,0.00000154761,0.00007961449,0.005089161],"genre_scores_gemma":[0.9865264,0.000001862817,0.01199133,0.0008811689,0.0002033432,0.0001480556,0.00003182123,0.00002781032,0.0001882434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1197148,"threshold_uncertainty_score":0.4472248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09027505855977042,"score_gpt":0.4446475169728955,"score_spread":0.3543724584131251,"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."}}