{"id":"W3011769029","doi":"10.1089/jamp.2020.1597","title":"Reflections on Digital Health Tools for Respiratory Applications","year":2020,"lang":"en","type":"article","venue":"Journal of Aerosol Medicine and Pulmonary Drug Delivery","topic":"Inhalation and Respiratory Drug Delivery","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trudell Medical International (Canada)","funders":"","keywords":"Digital health; Health care; Computer science; Health technology; Data science; Incentive; Medicine; Public relations; Political science; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.0003993079,0.0001906652,0.0005479991,0.0002165246,0.0002414071,0.00003745927,0.0001001994,0.00007852411,0.00004168451],"category_scores_gemma":[0.0002630781,0.0001398928,0.0001802638,0.0002831472,0.0001510992,0.0003886074,0.00002416672,0.0004155606,0.00001537496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007580913,"about_ca_system_score_gemma":0.0003759501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002623787,"about_ca_topic_score_gemma":8.147539e-7,"domain_scores_codex":[0.9982692,0.00005399824,0.0008146414,0.0002326869,0.0003932311,0.0002362331],"domain_scores_gemma":[0.99792,0.0004036343,0.0004611597,0.0001600683,0.0004321738,0.0006229432],"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":[0.008681905,0.001618945,0.002033695,0.002183176,0.0007397432,0.0006048515,0.006252751,0.000236444,0.04848001,0.001008024,0.4458146,0.4823459],"study_design_scores_gemma":[0.006992599,0.01005217,0.0007588562,0.001315951,0.0003589925,0.0009019967,0.008379697,0.0004457858,0.002250868,0.0001281743,0.9679387,0.0004761844],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6281532,0.02969786,0.0101605,0.2944924,0.001570293,0.004861296,0.0002557657,0.0002562432,0.03055239],"genre_scores_gemma":[0.9359813,0.001138685,0.0004520309,0.05822872,0.003781833,0.00003089415,0.00003517425,0.00004042126,0.0003109927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5221242,"threshold_uncertainty_score":0.5704664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09762977585992609,"score_gpt":0.3610013690583146,"score_spread":0.2633715931983885,"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."}}