{"id":"W1961890832","doi":"10.24908/pceea.v0i0.3756","title":"DEVELOPMENT OF A COMBINATION FORCED OSCILLATION - SPIROMETER DEVICE","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Dalhousie University","keywords":"Spirometer; Body orifice; Airflow; Simulation; Spirometry; Actuator; Computer science; Control theory (sociology); Mechanical engineering; Engineering; Electrical engineering; Medicine; Asthma","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0007501141,0.0003786789,0.0005095582,0.0003204843,0.0001620818,0.0004125986,0.001017276,0.0007085834,0.002192551],"category_scores_gemma":[0.0009488988,0.000367306,0.0005764065,0.0001406027,0.0001575477,0.0004403724,0.0005365855,0.000382377,0.0007150242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001869442,"about_ca_system_score_gemma":0.0004816499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003517939,"about_ca_topic_score_gemma":0.000437696,"domain_scores_codex":[0.9994414,0.00006902246,0.00005280495,0.0001254906,0.0002789935,0.00003223466],"domain_scores_gemma":[0.9996634,0.0001029321,0.00003420129,0.00005195421,0.000110597,0.00003699816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000371262,0.0003188466,0.005775273,0.0006515888,0.00009183781,0.0004411602,0.0001578979,0.01718914,0.7665716,0.003007037,0.003421227,0.2020032],"study_design_scores_gemma":[0.0004465672,0.006865941,0.02092997,0.0001723294,0.0003285515,0.003523689,0.00005590232,0.4236533,0.4577041,0.0009911127,0.08500126,0.0003272438],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1387666,0.00118754,0.8516958,0.0003794798,0.0003352166,0.0006573979,0.0005971715,0.002589583,0.003791159],"genre_scores_gemma":[0.5088517,0.000733035,0.4828512,0.0002792749,0.00008163772,0.0007151251,0.0004757077,0.000197189,0.005815099],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002192551,"threshold_uncertainty_score":0.007334828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02016417637904232,"score_gpt":0.2459958596708804,"score_spread":0.2258316832918381,"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."}}