{"id":"W2786507366","doi":"10.1177/1753465817751346","title":"A review of the <i>in vitro</i> and <i>in vivo</i> valved holding chamber (VHC) literature with a focus on the AeroChamber Plus Flow-Vu Anti-static VHC","year":2018,"lang":"en","type":"review","venue":"Therapeutic Advances in Respiratory Disease","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trudell Medical International (Canada)","funders":"","keywords":"Medicine; Inhalation; Anesthesia","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001101097,0.0007966902,0.002129382,0.0003797672,0.000111886,0.00003577593,0.000344166,0.0002411241,0.00007152661],"category_scores_gemma":[0.0001792261,0.0003936648,0.0004678368,0.001594618,0.000570501,0.000203299,0.000113835,0.001080703,0.00001200774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002597769,"about_ca_system_score_gemma":0.0008467641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001842788,"about_ca_topic_score_gemma":0.00001580032,"domain_scores_codex":[0.9954247,0.001272209,0.001271297,0.0008159181,0.0006777128,0.0005381726],"domain_scores_gemma":[0.9970973,0.0005553043,0.000736006,0.00125393,0.0001508628,0.0002066502],"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":[0.004932259,0.001588534,0.0005847233,0.4494713,0.0006159435,0.001738103,0.001585475,0.0002032259,0.0001645557,0.000554116,0.001194366,0.5373674],"study_design_scores_gemma":[0.001889824,0.0001254198,0.00004897545,0.2967026,0.0006945646,0.00002783006,0.00004811027,0.00008019646,0.00006127061,0.0000598075,0.6997674,0.0004940538],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001385509,0.9936643,0.000007440834,0.0003075536,0.0001816019,0.003654351,0.0001196264,0.0000274403,0.0006521473],"genre_scores_gemma":[0.002227253,0.9819245,0.00002714285,0.01495366,0.0001708146,0.0004553723,0.00001330599,0.0001125302,0.0001153998],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6985731,"threshold_uncertainty_score":0.9998515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03278237765071081,"score_gpt":0.327184581321307,"score_spread":0.2944022036705962,"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."}}