{"id":"W3040104770","doi":"10.2196/21163","title":"COVIDApp as an Innovative Strategy for the Management and Follow-Up of COVID-19 Cases in Long-Term Care Facilities in Catalonia: Implementation Study","year":2020,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"COVID-19 Digital Contact Tracing","field":"Computer Science","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Styrelsen för Internationellt Utvecklingssamarbete","keywords":"Medicine; Asymptomatic; Pandemic; Coronavirus disease 2019 (COVID-19); Isolation (microbiology); Population; Public health; Health care; Emergency medicine; Pediatrics; Disease; Medical emergency; Environmental health; Internal medicine; Nursing; Infectious disease (medical specialty)","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":[0.009243286,0.001083475,0.0004755473,0.0007664732,0.0008154678,0.001260202,0.001413604,0.0008916687,0.002282467],"category_scores_gemma":[0.008653684,0.0004084475,0.0008772405,0.0004248844,0.0004827398,0.0006598281,0.002061436,0.0009086057,0.0003731206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004066312,"about_ca_system_score_gemma":0.01101324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04770903,"about_ca_topic_score_gemma":0.03932683,"domain_scores_codex":[0.9966205,0.002043937,0.0002084217,0.0002725431,0.000261489,0.0005930637],"domain_scores_gemma":[0.994218,0.001229905,0.0006215877,0.0004121063,0.001449196,0.002069161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005497813,0.02498177,0.4134669,0.003385972,0.0003357505,0.002120548,0.009880194,0.005075847,0.006858399,0.0004735676,0.008369762,0.5195534],"study_design_scores_gemma":[0.002001435,0.03424241,0.9282127,0.001156666,0.0004502019,0.0005363306,0.01094032,0.006670755,0.001464774,0.0001146227,0.01408765,0.0001221677],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856311,0.0008671526,0.002569776,0.0007089931,0.0001220162,0.006356973,0.0009215219,0.0002162877,0.002606146],"genre_scores_gemma":[0.9694155,0.001232459,0.01764311,0.0009366024,0.0001036619,0.007123878,0.001652399,0.00003192637,0.001860463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04770903,"threshold_uncertainty_score":0.0948627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09474419230465642,"score_gpt":0.3962213509006351,"score_spread":0.3014771585959787,"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."}}