{"id":"W3024238292","doi":"10.2196/17597","title":"Once Daily Versus Overnight and Symptom Versus Physiological Monitoring to Detect Exacerbations of Chronic Obstructive Pulmonary Disease: Pilot Randomized Controlled Trial","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Pulse oximetry; COPD; Exacerbation; Randomized controlled trial; Oxygen saturation; Heart rate; Internal medicine; Anesthesia; Cardiology; Blood pressure; Oxygen","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":[0.002719582,0.002168135,0.006205749,0.0007645962,0.000799792,0.00158863,0.001651739,0.003734036,0.0101182],"category_scores_gemma":[0.004304441,0.001117036,0.003280888,0.0008794127,0.002152874,0.001933197,0.000806575,0.003975461,0.001152435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001138021,"about_ca_system_score_gemma":0.001839029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001978977,"about_ca_topic_score_gemma":0.003005436,"domain_scores_codex":[0.9981884,0.001035075,0.0001447924,0.0002877664,0.0001171415,0.0002268544],"domain_scores_gemma":[0.9968117,0.001292229,0.0006632839,0.00022047,0.0001823201,0.0008299663],"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":[0.9915048,0.004171456,0.0001689741,0.0003741669,0.0003940177,0.00001722008,0.00001957943,0.00007905025,0.0002721581,0.00003874332,0.0001836773,0.002776058],"study_design_scores_gemma":[0.9736823,0.0253167,0.0004137756,0.00002770078,0.000201869,0.00000758335,0.0000103113,0.0001484232,0.00004425175,0.00005916729,0.00008142334,0.000006541373],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9763,0.006318121,0.0007811624,0.00120053,0.001572765,0.0107687,0.001072923,0.0001935998,0.001792061],"genre_scores_gemma":[0.9691177,0.003280926,0.002629489,0.001545318,0.001488008,0.01827676,0.0006712942,0.00002864638,0.002961903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0101182,"threshold_uncertainty_score":0.0338487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06738619199410384,"score_gpt":0.3775422040282306,"score_spread":0.3101560120341268,"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."}}