{"id":"W2497779404","doi":"10.2196/resprot.5817","title":"Use of Relational Agents to Improve Family Communication in Type 1 Diabetes: Methods","year":2016,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Diabetes Management and Research","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Type 2 diabetes; Teamwork; Family conflict; Psychology; Medicine; Diabetes mellitus; Developmental psychology","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":[0.004065705,0.00009902698,0.0002389395,0.0006906657,0.00006105657,0.0000378337,0.0003385484,0.0001006399,0.0003238345],"category_scores_gemma":[0.00198542,0.00006499774,0.0000512849,0.001087498,0.0001993811,0.00026646,0.0005553318,0.0003639484,0.0002184999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001698623,"about_ca_system_score_gemma":0.0001745293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001243924,"about_ca_topic_score_gemma":0.000003668154,"domain_scores_codex":[0.996934,0.0009718435,0.0003642551,0.0002874457,0.0009169307,0.0005255558],"domain_scores_gemma":[0.9972174,0.001009113,0.00005804014,0.0008430503,0.0006829482,0.0001894435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001464562,0.001542567,0.1439154,0.0009010146,0.00008329969,0.000007385735,0.0002422853,0.000004576632,0.3547879,0.002891862,0.0498748,0.4442843],"study_design_scores_gemma":[0.002786725,0.002546029,0.361472,0.004841762,0.000002959251,8.515421e-8,0.00004051842,0.0003725572,0.01628048,0.001351941,0.6101572,0.0001477365],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.1525758,0.00002119717,0.0003624948,0.005498707,0.00001725892,0.8315946,0.00001735155,0.00006069819,0.009851956],"genre_scores_gemma":[0.02211614,0.00000795076,0.02155275,0.0001527646,0.00005209468,0.9365623,0.00001587754,0.00003984591,0.01950027],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.5602824,"threshold_uncertainty_score":0.354576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5188629755352362,"score_gpt":0.6139064262969331,"score_spread":0.09504345076169696,"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."}}