{"id":"W3009109143","doi":"10.2196/16831","title":"Mobile App to Help People With Chronic Illness Reflect on Their Strengths: Formative Evaluation and Usability Testing","year":2020,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Diabetes Management and Education","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Helse Sør-Øst RHF; Diakonhjemmet","keywords":"Usability; Formative assessment; Empowerment; Health care; Psychology; Medicine; eHealth; Health literacy; Test (biology); Nursing; Medical education; Computer 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":[0.001783839,0.0001600008,0.0002428131,0.0002151267,0.0003046997,0.00008745321,0.0001205415,0.00004504478,0.0001175803],"category_scores_gemma":[0.000770789,0.0001113731,0.00002718163,0.001321581,0.0001050278,0.0004819,0.0001379847,0.0003928148,0.0001395272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005131316,"about_ca_system_score_gemma":0.0002749384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000217059,"about_ca_topic_score_gemma":0.00003329976,"domain_scores_codex":[0.9978278,0.0002739191,0.0002345504,0.0003077914,0.0009035908,0.0004523697],"domain_scores_gemma":[0.9981595,0.0005178828,0.00007338609,0.0002523449,0.000741724,0.000255202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001089372,0.000610474,0.01608844,0.001804301,0.000134386,0.000001280484,0.2457809,0.0003135346,0.001462649,0.000228288,0.007662962,0.7248234],"study_design_scores_gemma":[0.008129776,0.05715878,0.5484346,0.001969705,0.0001294019,0.000008269215,0.1565795,0.184149,0.02205383,0.001137052,0.01923287,0.001017204],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827255,0.0000640802,0.0001482338,0.001563906,0.00003596466,0.003391529,0.00001072334,0.00006474824,0.0119953],"genre_scores_gemma":[0.9977416,0.00001292641,0.0001659478,0.000178582,0.000147857,0.001575141,0.0000691374,0.00001769008,0.00009106014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7238061,"threshold_uncertainty_score":0.4541664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08883682039392604,"score_gpt":0.4348837707770333,"score_spread":0.3460469503831073,"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."}}