{"id":"W4323348835","doi":"10.2196/37305","title":"360° Diagnostic Tool to Personalize Lifestyle Advice in Primary Care for People With Type 2 Diabetes: Development and Usability Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Diabetes Management and Education","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Usability; Think aloud protocol; Conceptualization; Computer science; Scripting language; Human–computer interaction; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02105615,0.0008989067,0.0009255952,0.002362914,0.0005029349,0.001431859,0.001099312,0.0009563007,0.001483032],"category_scores_gemma":[0.04205806,0.0005448636,0.00154941,0.001469294,0.0006150098,0.001507646,0.001840886,0.0006552019,0.0003076474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009624913,"about_ca_system_score_gemma":0.002116722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001334907,"about_ca_topic_score_gemma":0.001788067,"domain_scores_codex":[0.9884595,0.007964714,0.001378271,0.0005802975,0.001259324,0.0003579363],"domain_scores_gemma":[0.9578441,0.03466962,0.0008288408,0.001316632,0.004638713,0.0007020602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.002212178,0.005671504,0.08178277,0.01144724,0.0005881455,0.00182351,0.05112069,0.002842937,0.01424519,0.001270095,0.007040767,0.8199549],"study_design_scores_gemma":[0.005513383,0.04518556,0.5686657,0.01783829,0.003853388,0.01018397,0.07453506,0.05602052,0.03850341,0.004483764,0.173651,0.001565858],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9137566,0.001281338,0.06553963,0.0006620963,0.0001573031,0.01181199,0.001324513,0.001310762,0.004155881],"genre_scores_gemma":[0.674001,0.001369404,0.3083938,0.0005187265,0.0000550072,0.01241058,0.001722672,0.0002584126,0.001270323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02105615,"threshold_uncertainty_score":0.1113569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03644285347190283,"score_gpt":0.3755306601626381,"score_spread":0.3390878066907353,"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."}}