{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003383007,0.0008777242,0.0004303111,0.0005841884,0.0002310035,0.0005089889,0.001202042,0.001360259,0.115135],"category_scores_gemma":[0.0008418109,0.0003434707,0.0005507793,0.0002174839,0.0001636029,0.0006009947,0.001362887,0.0008097424,0.04550095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001823906,"about_ca_system_score_gemma":0.0002541341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000320831,"about_ca_topic_score_gemma":0.000347691,"domain_scores_codex":[0.9994986,0.00004055227,0.00003698384,0.0000539426,0.0003339184,0.00003602609],"domain_scores_gemma":[0.9997659,0.000053825,0.00001828311,0.00003774464,0.00009662101,0.00002765278],"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":[0.0004474027,0.0002456955,0.001348105,0.001822688,0.00006642281,0.001909871,0.0003263362,0.004477293,0.1583954,0.01018619,0.243814,0.5769605],"study_design_scores_gemma":[0.0001802132,0.0004853268,0.002829453,0.0002607467,0.00006465441,0.002796096,0.00004935827,0.03098342,0.04204678,0.002910978,0.9172943,0.00009873487],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01413354,0.003489455,0.6711611,0.002600956,0.002826574,0.001848379,0.003058871,0.1046245,0.1962566],"genre_scores_gemma":[0.2097861,0.003790944,0.2225148,0.00432143,0.0006171274,0.003995466,0.005227013,0.004454999,0.5452921],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.115135,"threshold_uncertainty_score":0.3851649,"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."}}