{"id":"W1536794033","doi":"10.1517/17425247.2015.1044277","title":"Pulmonary drug and vaccine delivery: therapeutic significance and major challenges","year":2015,"lang":"en","type":"article","venue":"Expert Opinion on Drug Delivery","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Laurentian University; NOSM University","funders":"Directorate for Biological Sciences","keywords":"Medicine; Drug; Intensive care medicine; Pharmacology; Drug delivery; Nanotechnology; Materials science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004433627,0.0003745843,0.0004670002,0.000263641,0.0001778515,0.00004305202,0.0001182662,0.0001474132,0.000069482],"category_scores_gemma":[0.00003187207,0.000308133,0.00008638969,0.0001487687,0.0001277481,0.000253774,0.0001071937,0.0003066801,0.0001059429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001112548,"about_ca_system_score_gemma":0.0001521235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009018389,"about_ca_topic_score_gemma":0.000007834188,"domain_scores_codex":[0.9978777,0.0001913188,0.000384206,0.0006642136,0.0004903758,0.0003921818],"domain_scores_gemma":[0.9985173,0.0001688379,0.0001240581,0.000427995,0.0002425027,0.0005192559],"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":[0.009031116,0.002726694,0.009265447,0.0007293357,0.0008372996,0.0009568032,0.02871668,0.00007473995,0.02567442,0.003384412,0.1476296,0.7709734],"study_design_scores_gemma":[0.01590927,0.001537687,0.02058849,0.001421887,0.0001058883,0.001046149,0.02418009,0.009284147,0.01901511,0.0004897179,0.9040746,0.002346972],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7011036,0.2712075,0.0000206373,0.01550658,0.001462135,0.001008752,0.00001696659,0.0003233509,0.009350383],"genre_scores_gemma":[0.9452125,0.04729337,0.0001718925,0.005200683,0.0007517593,0.00005554932,0.00003042194,0.00006162145,0.001222196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7686265,"threshold_uncertainty_score":0.9999371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04579641698474378,"score_gpt":0.2917908889871081,"score_spread":0.2459944720023643,"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."}}