{"id":"W3130628100","doi":"10.1111/jep.13550","title":"<scp>COVID</scp>‐19 and the generation of novel scientific knowledge: Research questions and study designs","year":2021,"lang":"en","type":"article","venue":"Journal of Evaluation in Clinical Practice","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"","keywords":"Pandemic; Context (archaeology); Coronavirus disease 2019 (COVID-19); Objectivity (philosophy); Quality (philosophy); Data science; Computer science; Medicine; Epistemology; History","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2912341,0.001449417,0.002746288,0.006638214,0.004346831,0.0122296,0.005981328,0.01398474,0.05362218],"category_scores_gemma":[0.4286955,0.00145385,0.003159024,0.01359156,0.01360741,0.006694262,0.008776404,0.00357343,0.0109438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01127815,"about_ca_system_score_gemma":0.03731339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003180397,"about_ca_topic_score_gemma":0.004983847,"domain_scores_codex":[0.6649907,0.2577799,0.03341538,0.008367987,0.03265628,0.002789711],"domain_scores_gemma":[0.3941177,0.4755754,0.03931753,0.03119902,0.05355975,0.006230715],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.01286332,0.002523092,0.03370538,0.1608009,0.002428813,0.002131277,0.02216379,0.002103848,0.001540391,0.3272405,0.1807674,0.2517312],"study_design_scores_gemma":[0.007317451,0.008202558,0.01994794,0.1483024,0.002595919,0.001723255,0.01869353,0.005465103,0.004559,0.1537436,0.6290617,0.0003875445],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"protocol","genre_gemma":"methods","genre_scores_codex":[0.02976636,0.04337032,0.07500872,0.07282224,0.01259828,0.6601494,0.01866744,0.0004550484,0.08716232],"genre_scores_gemma":[0.07045051,0.007107721,0.07631286,0.03459916,0.00206968,0.8013391,0.001977813,0.0002274856,0.005915694],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7087659,"threshold_uncertainty_score":0.8740345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7713072359991014,"score_gpt":0.6851158347109702,"score_spread":0.0861914012881313,"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."}}