{"id":"W2999689928","doi":"10.2196/16461","title":"Evaluating Mobile Apps and Biosensing Devices to Monitor Physical Activity and Respiratory Function in Smokers With and Without Respiratory Symptoms or Chronic Obstructive Pulmonary Disease: Protocol for a Proof-of-Concept, Open-Label, Feasibility Study","year":2020,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Philip Morris International","keywords":"mHealth; COPD; Medicine; Spirometry; Physical therapy; Pulmonary function testing; Vital capacity; Psychological intervention; Nursing; Internal medicine; Asthma","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":[0.02984189,0.004068659,0.006122738,0.001688908,0.003689681,0.002638771,0.003268237,0.006364629,0.03424283],"category_scores_gemma":[0.02059736,0.002180282,0.004360564,0.001744819,0.003204488,0.002416636,0.002231182,0.006049881,0.008555519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002725729,"about_ca_system_score_gemma":0.01277712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001387979,"about_ca_topic_score_gemma":0.002480687,"domain_scores_codex":[0.9863704,0.007464532,0.001881421,0.00109058,0.001924519,0.00126852],"domain_scores_gemma":[0.9877169,0.003040759,0.002287579,0.001553509,0.004094399,0.001307047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.5244362,0.2801328,0.004476232,0.03265473,0.001598364,0.0009974069,0.002570792,0.004339189,0.01961736,0.00472549,0.02023239,0.1042191],"study_design_scores_gemma":[0.4956004,0.3870217,0.0173582,0.00611901,0.001433058,0.0003029437,0.001341396,0.002394486,0.007239562,0.002980244,0.07782833,0.0003807007],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.005563842,0.0001084498,0.001358054,0.00007250658,0.00008311644,0.9919052,0.0004231167,0.00003177617,0.0004539692],"genre_scores_gemma":[0.002247361,0.00009884549,0.002013872,0.00007790153,0.00002115604,0.9952316,0.00008390877,0.000003011056,0.0002224242],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.03424283,"threshold_uncertainty_score":0.1578209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3224819677547341,"score_gpt":0.5563687025856267,"score_spread":0.2338867348308925,"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."}}