{"id":"W3089967157","doi":"10.15252/emmm.202013278","title":"COVID‐19: a pandemic experience that illuminates potential reforms to health research","year":2020,"lang":"en","type":"article","venue":"EMBO Molecular Medicine","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; SickKids Foundation; Hospital for Sick Children; Heart and Stroke Foundation; Ontario Institute for Cancer Research","funders":"","keywords":"Library science; Coronavirus disease 2019 (COVID-19); Sick child; Medicine; Media studies; Sociology; Pediatrics; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001814662,0.0002790357,0.0007376314,0.0003916048,0.0003057531,0.00001930896,0.0003272506,0.000153204,0.0007063694],"category_scores_gemma":[0.008210598,0.0002022377,0.00009825031,0.001197496,0.0004014914,0.00007727426,0.0002063037,0.000835158,0.0001260529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008978477,"about_ca_system_score_gemma":0.002508046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002892246,"about_ca_topic_score_gemma":0.00008325795,"domain_scores_codex":[0.9955603,0.0002931469,0.000541713,0.0007614298,0.001755291,0.001088124],"domain_scores_gemma":[0.9929018,0.0001624548,0.0001084034,0.0006244759,0.0002803433,0.005922513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004989422,0.0004794508,0.03121286,0.00637715,0.0002707268,0.01102068,0.2509663,0.0001020369,0.4376413,0.002252109,0.1364629,0.1182251],"study_design_scores_gemma":[0.01489943,0.02423555,0.05501525,0.002575673,0.0001469583,0.001958298,0.04816501,0.001007674,0.01264171,0.001362973,0.8368053,0.001186114],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.417206,0.003369614,0.009528806,0.566852,0.0002268268,0.001492199,0.000008670093,0.0002395967,0.001076316],"genre_scores_gemma":[0.7723861,0.0003970678,0.000332278,0.2260028,0.0005020411,0.00005775469,0.00004204845,0.00004304218,0.0002369063],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7003425,"threshold_uncertainty_score":0.9829445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2997140232219255,"score_gpt":0.5089264735273782,"score_spread":0.2092124503054527,"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."}}