{"id":"W2982569277","doi":"10.2196/15368","title":"Evidence on User-Led Innovation in Diabetes Technology (The OPEN Project): Protocol for a Mixed Methods Study","year":2019,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Diabetes Management and Research","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission; Steno Diabetes Center Copenhagen","keywords":"Protocol (science); Computer science; Knowledge management; Medicine; Alternative medicine","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":[0.02150579,0.000244423,0.0005472434,0.002296095,0.0002372754,0.0004154321,0.001788304,0.0001889918,0.0001901481],"category_scores_gemma":[0.00440552,0.0001500945,0.00006290209,0.006676992,0.0002386843,0.0004072075,0.001771967,0.001263687,0.000147227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002631338,"about_ca_system_score_gemma":0.0006334789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001467741,"about_ca_topic_score_gemma":0.0000183664,"domain_scores_codex":[0.9940955,0.001904493,0.0007341182,0.0008629272,0.00127154,0.001131422],"domain_scores_gemma":[0.995575,0.001607249,0.0001757186,0.001461672,0.00111453,0.00006585429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01315649,0.01665599,0.45635,0.008294916,0.0002472887,0.00002989984,0.0008365248,0.000004740587,0.0423502,0.0113437,0.05427666,0.3964536],"study_design_scores_gemma":[0.02800667,0.05374675,0.05528622,0.01481138,0.000007956453,6.186918e-7,0.002248412,0.001046094,0.03604395,0.004178869,0.8041797,0.0004433564],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.02654283,5.382481e-7,0.00002592904,0.00366738,0.000008045432,0.9671367,0.000001329959,0.00007655278,0.002540661],"genre_scores_gemma":[0.003802063,5.477309e-8,0.002434785,0.00009882169,0.00007083487,0.9828026,0.000004399005,0.00005620362,0.01073022],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.7499031,"threshold_uncertainty_score":0.7453519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4888842063281977,"score_gpt":0.67738459069102,"score_spread":0.1885003843628222,"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."}}