{"id":"W3213965566","doi":"10.2196/31698","title":"Assessment of Patient Journey Metrics for Users of a Digital Obstructive Sleep Apnea Program: Single-Arm Feasibility Pilot Study","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Obstructive sleep apnea; Medicine; Telemedicine; Physical therapy; Sleep apnea; Sleep (system call); Internal medicine; Health care; Computer science","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":[0.005516612,0.0004049738,0.0004780302,0.0007703901,0.001113206,0.001070533,0.0005258464,0.0005413613,0.002957517],"category_scores_gemma":[0.01067809,0.0003167771,0.0007690983,0.0005036665,0.0004592932,0.001170722,0.001155355,0.000795504,0.0005102411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008578586,"about_ca_system_score_gemma":0.001995395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002198212,"about_ca_topic_score_gemma":0.003987853,"domain_scores_codex":[0.997982,0.001189066,0.0001805988,0.0001907311,0.0002301257,0.0002274935],"domain_scores_gemma":[0.9919931,0.002322379,0.001884582,0.0005397584,0.001461384,0.001798738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01038508,0.02210488,0.9073406,0.0002826296,0.000189659,0.0001733842,0.006349065,0.0004066096,0.001626556,0.0001274056,0.0009420053,0.0500721],"study_design_scores_gemma":[0.0008679648,0.06261296,0.92309,0.00005263766,0.0001254867,0.000168366,0.00911063,0.002087967,0.0006058614,0.00009694567,0.00112544,0.00005584052],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978961,0.0000196731,0.0002932783,0.00004544968,0.000005738257,0.001093726,0.0002056112,0.000009599888,0.0004308485],"genre_scores_gemma":[0.9950681,0.00004252714,0.00202173,0.00005375329,0.000008642475,0.002280142,0.0002377483,0.000004418685,0.0002829591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005516612,"threshold_uncertainty_score":0.02917504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1503365084429003,"score_gpt":0.4586351814169822,"score_spread":0.3082986729740819,"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."}}