{"id":"W4243150840","doi":"10.2196/preprints.26556","title":"Effectiveness of the BreatheSuite Device in Assessing the Technique of Metered-Dose Inhalers: Validation Study (Preprint)","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Metered-dose inhaler; Asthma; COPD; Pharmacy; Inhaler; Placebo; Pulmonary disease; Physical therapy; Internal medicine; Family medicine; Alternative medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":[0.01406683,0.0007969327,0.00060992,0.0004393438,0.0006305309,0.0007773393,0.0008360075,0.0009871889,0.001632508],"category_scores_gemma":[0.01655441,0.0004631158,0.00103018,0.0003045503,0.0007501692,0.000785224,0.0005703046,0.0007674576,0.0009178617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006177771,"about_ca_system_score_gemma":0.001143927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00410848,"about_ca_topic_score_gemma":0.004997405,"domain_scores_codex":[0.9944893,0.002856417,0.0004459189,0.0006188562,0.00138341,0.000206159],"domain_scores_gemma":[0.9828355,0.00705898,0.001974479,0.001645098,0.005716469,0.0007695137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03823091,0.0847277,0.6704558,0.001600483,0.001676703,0.0003308783,0.007682568,0.001472588,0.05497285,0.0003694169,0.004226475,0.1342537],"study_design_scores_gemma":[0.004178996,0.2507646,0.7075983,0.0001964194,0.0008560162,0.0004118919,0.001814594,0.00371269,0.02576514,0.00008272992,0.00447351,0.0001451374],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956501,0.0001666292,0.001625241,0.00008216356,0.00006779888,0.001134965,0.0004346411,0.00002875386,0.000809712],"genre_scores_gemma":[0.9845108,0.0003178475,0.009342036,0.0004724718,0.00008218131,0.001294314,0.001639656,0.00003888717,0.002301853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01406683,"threshold_uncertainty_score":0.07439339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05071531076305362,"score_gpt":0.3545903241194476,"score_spread":0.303875013356394,"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."}}