{"id":"W4319827219","doi":"10.1177/20552076231152760","title":"Development of the <i>Support</i> self-guided, web application for adults living with type 1 diabetes in Canada by a multi-disciplinary team using a people-oriented approach based on the Behaviour Change Wheel","year":2023,"lang":"en","type":"article","venue":"Digital Health","topic":"Diabetes Management and Education","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Sainte-Anne; McGill University Health Centre; Montreal Clinical Research Institute; McGill University","funders":"Canadian Institutes of Health Research; Juvenile Diabetes Research Foundation United Kingdom","keywords":"Web application; Discipline; Type 2 diabetes; Gerontology; Psychology; Computer science; Medicine; World Wide Web; Diabetes mellitus; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003223847,0.0001209102,0.0001743398,0.00007875783,0.0001296907,0.00001436254,0.00009950822,0.00002246804,0.000001240275],"category_scores_gemma":[0.00004481652,0.00007591837,0.00002358875,0.0006858532,0.00001340053,0.00008025682,0.00004747842,0.00007767492,0.000001307466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005270477,"about_ca_system_score_gemma":0.001885681,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01121957,"about_ca_topic_score_gemma":0.07132731,"domain_scores_codex":[0.9989107,0.00001824453,0.0002798698,0.0002196151,0.0002655079,0.0003060845],"domain_scores_gemma":[0.9993555,0.00007963154,0.0001765816,0.0002277883,0.00008635167,0.00007413928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000441521,0.0007218624,0.9833623,0.001014975,0.00002087387,1.01614e-7,0.004467259,0.00004313208,0.000028262,0.00001088869,0.004138151,0.006148036],"study_design_scores_gemma":[0.001448625,0.0003325737,0.7001811,0.001097635,0.00003639178,5.435608e-7,0.01229323,0.2830085,0.0001051141,0.0000016606,0.001283564,0.0002110259],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961694,0.00001579256,0.00007475544,0.0009689262,0.00008099019,0.002395963,0.00004841925,0.00003580547,0.0002098799],"genre_scores_gemma":[0.997245,0.000001819918,0.001024982,0.0006261619,0.0000243506,0.0005187364,0.0004663918,0.00002421632,0.00006839935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2831812,"threshold_uncertainty_score":0.9953648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03756286573396597,"score_gpt":0.2838928429370667,"score_spread":0.2463299772031008,"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."}}