{"id":"W4411542983","doi":"10.2196/68195","title":"Evaluation of a Novel eHealth Tool for Pulmonary Rehabilitation in People With Chronic Obstructive Pulmonary Disease: Randomized Controlled Pilot and Feasibility Trial","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Umeå Universitet; Vetenskapsrådet","keywords":"eHealth; Pulmonary disease; Pulmonary rehabilitation; Randomized controlled trial; Physical therapy; Medicine; Rehabilitation; Physical medicine and rehabilitation; Intensive care medicine; Health care; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01012412,0.002330868,0.004062902,0.001013348,0.001158938,0.001608139,0.001625851,0.003678203,0.009248341],"category_scores_gemma":[0.008403393,0.001227358,0.002921971,0.0008651987,0.002118459,0.002156254,0.001405576,0.002472545,0.001308214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00113646,"about_ca_system_score_gemma":0.003251919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001570285,"about_ca_topic_score_gemma":0.002262367,"domain_scores_codex":[0.9945828,0.003186514,0.0005438107,0.0006401966,0.0004925565,0.000554088],"domain_scores_gemma":[0.9956601,0.001772557,0.0008274578,0.000429991,0.0006321027,0.0006777086],"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":[0.9135029,0.065032,0.000703547,0.002354197,0.0009087762,0.0000653586,0.0001730432,0.0002090291,0.001683808,0.0001145455,0.0004547601,0.01479803],"study_design_scores_gemma":[0.8240789,0.1733743,0.001273142,0.00006912852,0.0003352659,0.000009934898,0.00004579625,0.0001390037,0.0002365619,0.00006183865,0.0003633756,0.0000127235],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7536989,0.002193282,0.003227945,0.0007179334,0.001195555,0.2349941,0.001763012,0.000261665,0.001947656],"genre_scores_gemma":[0.6142539,0.002156065,0.01468495,0.001172418,0.0009354072,0.3631311,0.0008982144,0.0000380833,0.002729851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01012412,"threshold_uncertainty_score":0.05354208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05579945681758992,"score_gpt":0.4260112322883645,"score_spread":0.3702117754707746,"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."}}