{"id":"W2518077625","doi":"10.1089/jamp.2016.1326","title":"Patient Focus and Regulatory Considerations for Inhalation Device Design: Report from the 2015 IPAC-RS/ISAM Workshop","year":2016,"lang":"en","type":"article","venue":"Journal of Aerosol Medicine and Pulmonary Drug Delivery","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Teva Pharmaceutical Industries","keywords":"Medicine; Regulatory science; Medical education; Patient safety; Panel discussion; Quality (philosophy); Engineering ethics; Business; Political science; Engineering; Health care; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.001125723,0.0002296116,0.0004994157,0.0001522157,0.0002848257,0.00002553105,0.00005897533,0.0001381853,0.00009250527],"category_scores_gemma":[0.001030809,0.0001157524,0.0001156052,0.0001145511,0.0003278705,0.0002980092,0.00004268313,0.0002540085,0.000002830279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000700873,"about_ca_system_score_gemma":0.000311176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000345513,"about_ca_topic_score_gemma":0.00001704988,"domain_scores_codex":[0.9978701,0.0002021695,0.0009959436,0.0002658384,0.0004393252,0.0002265535],"domain_scores_gemma":[0.9949192,0.002970522,0.0007132003,0.0002877984,0.0008152142,0.0002940162],"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":[0.005765383,0.0006755143,0.02355555,0.0002478004,0.001291919,0.006157475,0.009745516,0.0001136129,0.1729574,0.0001633741,0.5640665,0.21526],"study_design_scores_gemma":[0.09629116,0.01518433,0.1622539,0.04798549,0.01884471,0.1768464,0.0746603,0.01050119,0.1586702,0.02619778,0.205569,0.006995588],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9354094,0.0149443,0.003499438,0.04443018,0.0007123119,0.0007479474,0.00001922737,0.0000231928,0.0002140221],"genre_scores_gemma":[0.9918102,0.001306383,0.002189587,0.002814709,0.0014255,0.00001500455,0.000009385519,0.00002813825,0.0004011088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3584975,"threshold_uncertainty_score":0.4720246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04630322974506589,"score_gpt":0.2890611339791414,"score_spread":0.2427579042340755,"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."}}