{"id":"W3162727499","doi":"10.1109/iemtronics52119.2021.9422505","title":"Mechatronics Application for a Smart Inhaler","year":2021,"lang":"en","type":"article","venue":"2021 IEEE International IOT, Electronics and Mechatronics Conference (IEMTRONICS)","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"University of Waterloo","keywords":"Inhaler; Process (computing); Computer science; Materials science; Biomedical engineering; Engineering; Medicine; Asthma","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005853303,0.0004706327,0.0006107773,0.0002539023,0.0002892369,0.0001869914,0.0003225326,0.0004131321,0.0005537114],"category_scores_gemma":[0.0001428723,0.0004874243,0.0003746644,0.0002903826,0.0001045531,0.000217341,0.0001405166,0.0007708598,0.0001214827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007566275,"about_ca_system_score_gemma":0.003124807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001641055,"about_ca_topic_score_gemma":0.0001745,"domain_scores_codex":[0.9965384,0.00007773592,0.0007525692,0.001034684,0.000683259,0.000913333],"domain_scores_gemma":[0.9969869,0.000138978,0.0003152988,0.0006428416,0.001597975,0.0003180105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004856272,0.0006130883,0.0002990818,0.0001850248,0.0009107673,0.00002906666,0.0002324733,0.0004117371,0.1455765,0.7893414,0.002236607,0.05967857],"study_design_scores_gemma":[0.005519869,0.0006351881,0.00005872966,0.0001810559,0.0003965663,0.0002459736,0.0004850015,0.1525576,0.08896471,0.01150919,0.7385232,0.0009229946],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5574051,0.02510148,0.368097,0.02605033,0.004802913,0.004335766,0.0006267821,0.0004478339,0.01313288],"genre_scores_gemma":[0.9754529,0.007604744,0.005086033,0.001833856,0.00077273,0.000398089,0.00101694,0.0001135826,0.007721107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7778322,"threshold_uncertainty_score":0.9997578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02346116845091503,"score_gpt":0.2988692952695809,"score_spread":0.2754081268186659,"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."}}