{"id":"W2982136895","doi":"10.2196/14939","title":"A Mobile App for Longterm Monitoring of Narcolepsy Symptoms: Design, Development, and Evaluation","year":2019,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Sleep and Wakefulness Research","field":"Neuroscience","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Technische Universiteit Eindhoven","keywords":"Narcolepsy; Sleep paralysis; Cataplexy; Excessive daytime sleepiness; Sleep disorder; Medicine; Psychology; Psychiatry; Insomnia; Neurology","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":[0.003827082,0.0008197223,0.0004592722,0.000553127,0.0003264865,0.0008501962,0.001247423,0.0009429043,0.002140214],"category_scores_gemma":[0.004970405,0.0003416875,0.0004790081,0.0001834362,0.000446606,0.0008584964,0.0009409215,0.0005634087,0.0006941606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003996367,"about_ca_system_score_gemma":0.001132491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000717921,"about_ca_topic_score_gemma":0.0008389358,"domain_scores_codex":[0.9984843,0.0006151884,0.0001586987,0.0001535004,0.0004236629,0.0001647717],"domain_scores_gemma":[0.9969663,0.00114841,0.0002071384,0.0001703408,0.001125293,0.0003825667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00626381,0.008416769,0.03895354,0.01069317,0.0005693706,0.005655676,0.01130573,0.00832625,0.1822069,0.002612132,0.01587456,0.7091221],"study_design_scores_gemma":[0.0060709,0.1670877,0.2040578,0.004669275,0.004279805,0.01398906,0.01278424,0.124153,0.2614559,0.002832831,0.1974884,0.001131149],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8199281,0.00199503,0.1374314,0.0004542824,0.0002915412,0.03110491,0.0007379894,0.003086958,0.004969654],"genre_scores_gemma":[0.5841846,0.002191763,0.3801791,0.0005633604,0.0000960099,0.02287006,0.001267502,0.000426335,0.008221142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003827082,"threshold_uncertainty_score":0.02023977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1518332384645499,"score_gpt":0.4383286482048595,"score_spread":0.2864954097403096,"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."}}