{"id":"W4402314295","doi":"10.1139/facets-2023-0233","title":"Royal Society of Canada working group on health research system recovery: strengthening Canada’s health research system after the COVID-19 pandemic","year":2024,"lang":"en","type":"article","venue":"FACETS","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Research (Canada); Canadian Institutes of Health Research","funders":"Canadian Institutes of Health Research","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Political science; Economic growth; Medicine; Virology; Outbreak; Economics; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.08133522,0.0003796175,0.0009179785,0.0002920336,0.005730241,0.0001171886,0.0009269243,0.0003919681,0.0001003373],"category_scores_gemma":[0.003333205,0.0002884013,0.0001317736,0.001464785,0.0002195239,0.0001379874,0.0005552718,0.007615667,0.00005303358],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.05125074,"about_ca_system_score_gemma":0.1581259,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9983785,"about_ca_topic_score_gemma":0.999136,"domain_scores_codex":[0.9508657,0.0376208,0.002196716,0.001171179,0.004631052,0.003514559],"domain_scores_gemma":[0.9689376,0.02667212,0.0006613477,0.001340946,0.0006860632,0.001701939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004273369,0.00003769571,0.02261141,0.03527378,0.0001668657,0.00008422691,0.02223943,0.0001914659,0.000003742462,0.005266567,0.9073165,0.006380962],"study_design_scores_gemma":[0.0005091342,0.0003666828,0.005314182,0.01233666,0.000009763109,0.0000251875,0.1814858,0.002431793,0.000001485049,0.00004829634,0.7971799,0.0002910807],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3443266,0.03201783,0.0004817915,0.587856,0.01140348,0.01193804,0.00210233,0.0009119308,0.008962025],"genre_scores_gemma":[0.9807453,0.0004435773,0.0001092848,0.01424552,0.0009211394,0.0006940903,0.00005353572,0.0001124914,0.002675107],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6364187,"threshold_uncertainty_score":0.9999568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.788946190357111,"score_gpt":0.5899970564706122,"score_spread":0.1989491338864988,"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."}}