{"id":"W4244153951","doi":"10.24908/iqurcp.7953","title":"Emergency Salbutomal Inhaler","year":2017,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Inhaler; Asthma; Medical emergency; Medicine; Asthma attack; Emergency department; Dry-powder inhaler; Emergency medicine; Emergency management; Nursing; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005087517,0.0005590602,0.0006314589,0.0004547756,0.0006210024,0.0008479378,0.0009441494,0.001505377,0.08138308],"category_scores_gemma":[0.001278728,0.0002270005,0.0009671343,0.0002787946,0.0004340755,0.0008125524,0.0008738376,0.002005114,0.05234746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006295728,"about_ca_system_score_gemma":0.0007936875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001536023,"about_ca_topic_score_gemma":0.002229301,"domain_scores_codex":[0.9990115,0.00008969353,0.0000551211,0.0001569088,0.0005602404,0.0001265432],"domain_scores_gemma":[0.9995354,0.00008055255,0.0000807835,0.00004686917,0.0001421842,0.0001141875],"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":[0.001736565,0.000595059,0.002239277,0.002036477,0.0001078625,0.001399761,0.0001303858,0.0001645413,0.03372247,0.003601347,0.3198943,0.634372],"study_design_scores_gemma":[0.0003866087,0.0009269609,0.004801941,0.0004758422,0.00007266407,0.00553501,0.00007827915,0.000240555,0.01538525,0.0009142056,0.9711334,0.00004942893],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03656193,0.1996123,0.03845748,0.04580023,0.01593368,0.001725095,0.007755878,0.01143515,0.6427183],"genre_scores_gemma":[0.2958926,0.07439754,0.02651243,0.04518688,0.00653517,0.0008799473,0.005633207,0.0009874896,0.5439747],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08138308,"threshold_uncertainty_score":0.2722535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1612543334652364,"score_gpt":0.4253215611430252,"score_spread":0.2640672276777888,"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."}}