{"id":"W2031279987","doi":"10.1089/dia.2010.0174","title":"Performance of a New Reusable Insulin Pen","year":2011,"lang":"en","type":"article","venue":"Diabetes Technology & Therapeutics","topic":"Diabetes Management and Research","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Sanofi","keywords":"Medicine; Interview; Insulin pen; Task (project management); Family medicine; Insulin; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002065986,0.0001497079,0.0003322355,0.000463516,0.00004645712,0.000005315032,0.0003768618,0.0002353936,0.0002968111],"category_scores_gemma":[0.00002022681,0.0001230345,0.00006982043,0.0007355119,0.0003283264,0.00007068134,0.0001815647,0.0003078096,0.00013684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000239401,"about_ca_system_score_gemma":0.00007849716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000366493,"about_ca_topic_score_gemma":8.80787e-7,"domain_scores_codex":[0.9988481,0.00001335381,0.0002551908,0.0002200059,0.0002048445,0.0004585328],"domain_scores_gemma":[0.9990786,0.00002049443,0.00009081971,0.0006256132,0.0001159558,0.00006854601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000861042,0.0003127988,0.7200658,0.0001597491,0.0004364674,0.000005226439,0.000217067,3.371642e-7,0.01633733,0.0008612837,0.0004519236,0.261066],"study_design_scores_gemma":[0.004269826,0.005673867,0.1959171,0.0004195963,0.0008547633,0.000004005301,0.0003736514,0.002930426,0.6766703,0.008032831,0.1042883,0.0005652598],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810298,0.001295903,0.000008649131,0.001047322,0.00007277018,0.0003465297,0.000001358134,0.0002020943,0.01599559],"genre_scores_gemma":[0.9906188,0.0004294341,0.003198582,0.0004918618,0.00003198655,0.00001839194,0.000006020621,0.0000309881,0.005173921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.660333,"threshold_uncertainty_score":0.5017201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05388840387619848,"score_gpt":0.2835346388534455,"score_spread":0.229646234977247,"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."}}