{"id":"W4292995158","doi":"10.2196/38709","title":"Electronic Health Diary Campaigns to Complement Longitudinal Assessments in Persons With Multiple Sclerosis: Nested Observational Study","year":2022,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Schweizerische Multiple Sklerose Gesellschaft; Multiple Sclerosis Society","keywords":"Observational study; Medicine; Quality of life (healthcare); Family medicine; Psychology; Gerontology; Demography; Nursing","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":[0.007650987,0.0004992009,0.0005697933,0.00133831,0.0008580801,0.0008979608,0.0006257297,0.0006469865,0.00118586],"category_scores_gemma":[0.01989404,0.0006295155,0.00077198,0.001643934,0.0004707004,0.001074166,0.001315759,0.0007819915,0.0004248514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005183618,"about_ca_system_score_gemma":0.001177241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004059923,"about_ca_topic_score_gemma":0.005533401,"domain_scores_codex":[0.9932307,0.004350464,0.000694831,0.0007169676,0.0007127956,0.0002942623],"domain_scores_gemma":[0.9821901,0.004613782,0.00716345,0.003334157,0.001834162,0.0008642905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001208591,0.000795254,0.9827812,0.0003378721,0.0004121574,0.0001046167,0.002008548,0.00009934454,0.0006135962,0.00009436993,0.0008075206,0.01073689],"study_design_scores_gemma":[0.00028736,0.003115882,0.9894135,0.000236412,0.0002683821,0.0003364587,0.002024506,0.001077131,0.0004317271,0.0001515593,0.002624225,0.00003292367],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939394,0.0005019055,0.002215531,0.00006780747,0.00003048814,0.001071565,0.001548768,0.00001759279,0.0006069912],"genre_scores_gemma":[0.9908544,0.0002620028,0.003533116,0.0001171548,0.00005032978,0.003197731,0.001716512,0.00001002027,0.0002587225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007650987,"threshold_uncertainty_score":0.04046279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3292431520953249,"score_gpt":0.4678495826237918,"score_spread":0.1386064305284669,"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."}}