{"id":"W2511408899","doi":"10.2337/diaspect.29.3.180","title":"Commentary: Why Was Inhaled Insulin a Failure in the Market?","year":2016,"lang":"en","type":"article","venue":"Diabetes Spectrum","topic":"Diabetes Management and Research","field":"Medicine","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Insulin; Syringe; Insulin pen; Insulin pump; Diabetes mellitus; Intensive care medicine; Surgery; Type 1 diabetes; Internal medicine; Endocrinology; Psychiatry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000838779,0.0001805859,0.0002808011,0.0002598505,0.00007110753,0.00005263823,0.0003510365,0.00007047833,0.001981125],"category_scores_gemma":[0.0001178401,0.00008956517,0.0001043278,0.000490143,0.0001512834,0.0001298232,0.0001494661,0.0002521501,0.0002583337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009339755,"about_ca_system_score_gemma":0.00002465945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002133565,"about_ca_topic_score_gemma":0.0001742622,"domain_scores_codex":[0.9981647,0.0001744178,0.0002334096,0.0002912281,0.0004512222,0.0006850074],"domain_scores_gemma":[0.99901,0.0003022557,0.00004536095,0.0005217547,0.00002102882,0.00009955982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009645027,0.0004425196,0.4231101,0.000122867,0.000137262,0.0001331873,0.0001690114,1.222819e-7,0.002244695,0.0009511524,0.5529394,0.01965322],"study_design_scores_gemma":[0.00732976,0.000883971,0.2931537,0.0006021555,0.0001033912,0.000003495677,0.0003505037,0.0002059149,0.005922212,0.005947046,0.6850886,0.0004091973],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6694655,0.0002449595,0.000009960054,0.3097352,0.00009876625,0.0007195879,0.000009392713,0.00005840182,0.01965822],"genre_scores_gemma":[0.9810019,0.00006244429,0.00008193584,0.0157109,0.0002758582,0.00008870321,0.00002027791,0.00002748363,0.002730545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3115363,"threshold_uncertainty_score":0.9989312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01045983827387541,"score_gpt":0.2460324649047645,"score_spread":0.2355726266308891,"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."}}