{"id":"W3157744805","doi":"10.47895/amp.v55i2.3391","title":"Towards Broadening the COVID-19 Knowledge Base","year":2021,"lang":"en","type":"article","venue":"Acta Medica Philippina","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Globe; Quarter (Canadian coin); Disease; Epidemiology; Geography; Demography; Coronavirus disease 2019 (COVID-19); Economic growth; Political science; Socioeconomics; Medicine; Infectious disease (medical specialty); Sociology; Economics; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.07213212,0.001853087,0.003907417,0.02942386,0.00408395,0.02074202,0.01346574,0.008325949,0.01818181],"category_scores_gemma":[0.2202726,0.002001369,0.004306426,0.01326092,0.00486627,0.02767638,0.01901589,0.01485807,0.01011957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007062679,"about_ca_system_score_gemma":0.044934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01341498,"about_ca_topic_score_gemma":0.02005315,"domain_scores_codex":[0.9688946,0.01501313,0.006960907,0.003066824,0.005051712,0.001012842],"domain_scores_gemma":[0.7085757,0.1979839,0.011466,0.01864866,0.04788456,0.0154412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006108888,0.0003080692,0.005396463,0.02768008,0.001221754,0.001909657,0.003551109,0.003577929,0.001880146,0.06241529,0.3384658,0.5529829],"study_design_scores_gemma":[0.00006395119,0.00009372161,0.001044857,0.03157037,0.0004681159,0.0005437753,0.0008507298,0.001827321,0.0006177097,0.04418901,0.9186035,0.0001269009],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006915317,0.3615223,0.147931,0.3669771,0.01812715,0.001471371,0.03171129,0.005535589,0.05980895],"genre_scores_gemma":[0.04067347,0.2913429,0.4212736,0.1267373,0.01107583,0.001931747,0.09928501,0.001583965,0.006096319],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07213212,"threshold_uncertainty_score":0.3814757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1038844657368634,"score_gpt":0.4505871456148796,"score_spread":0.3467026798780162,"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."}}