{"id":"W3164539405","doi":"10.2147/por.s302809","title":"Maximizing Adherence and Gaining New Information For Your Chronic Obstructive Pulmonary Disease (MAGNIFY COPD): Study Protocol for the Pragmatic, Cluster Randomized Trial Evaluating the Impact of Dual Bronchodilator with Add-On Sensor and Electronic Monitoring on Clinical Outcomes","year":2021,"lang":"en","type":"article","venue":"Pragmatic and Observational Research","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Propeller Health; Novartis Pharma","keywords":"Medicine; COPD; Medical prescription; Randomized controlled trial; Bronchodilator; Inhaler; Exacerbation; Intensive care medicine; Lama; Clinical trial; Psychological intervention; Indacaterol; Health care; Physical therapy; Internal medicine; Asthma; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03547049,0.007545391,0.01152355,0.002296822,0.003478718,0.004104006,0.003215373,0.008559835,0.06605393],"category_scores_gemma":[0.03052511,0.00333817,0.005874034,0.002945435,0.004829885,0.003557287,0.002411852,0.008319582,0.01273604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005686017,"about_ca_system_score_gemma":0.01572734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003282899,"about_ca_topic_score_gemma":0.004962019,"domain_scores_codex":[0.9734624,0.01722693,0.002315181,0.002399789,0.002032412,0.002563215],"domain_scores_gemma":[0.987318,0.003617767,0.002739111,0.001966258,0.002364784,0.001994147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.937123,0.01064168,0.0006452139,0.009219564,0.001910966,0.0001799117,0.0003959313,0.001880711,0.00122443,0.003790117,0.0175585,0.01542999],"study_design_scores_gemma":[0.952423,0.01814582,0.001590549,0.001673399,0.0007474765,0.00004722377,0.00008901506,0.00204487,0.0005813153,0.002934251,0.0196254,0.00009769038],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001814085,0.0001339461,0.0009704792,0.0001921313,0.0002564187,0.9947313,0.001197708,0.00007546428,0.0006283827],"genre_scores_gemma":[0.001545783,0.00004968619,0.001119891,0.00009380405,0.00002918389,0.996777,0.0001277961,0.000005239774,0.000251545],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06605393,"threshold_uncertainty_score":0.2209724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2215250831103641,"score_gpt":0.5091758527861214,"score_spread":0.2876507696757573,"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."}}