{"id":"W3214460857","doi":"10.33137/juls.v15i1.37690","title":"COVID-19: A Viral Phenomenon - The Insider Report","year":2021,"lang":"en","type":"article","venue":"Journal of Undergraduate Life Sciences","topic":"Diverse Scientific Research Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Insider; Coronavirus disease 2019 (COVID-19); Pandemic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Neuropathology; Medicine; Family medicine; Library science; Virology; Political science; Pathology; Law; Infectious disease (medical specialty); Disease","routes":{"ca_aff":true,"ca_fund":false,"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","sts"],"consensus_categories":[],"category_scores_codex":[0.009613122,0.0001308366,0.0003296452,0.0002175165,0.00353429,0.0001116313,0.0007258984,0.00005294795,0.0005974558],"category_scores_gemma":[0.0221433,0.00007008634,0.000159954,0.001206158,0.001234967,0.0005524855,0.0004868476,0.0007189634,0.000126449],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002678275,"about_ca_system_score_gemma":0.01168816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001101979,"about_ca_topic_score_gemma":0.0001440969,"domain_scores_codex":[0.9949946,0.00119464,0.0009719381,0.0003120147,0.001909106,0.0006176829],"domain_scores_gemma":[0.9952687,0.001748487,0.001017135,0.0003410614,0.000898469,0.0007261637],"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":[0.00005358166,0.0001429365,0.02340545,0.0001209438,0.0001929779,0.001900273,0.008343804,0.0004929291,0.0009916502,0.02335891,0.9405447,0.000451877],"study_design_scores_gemma":[0.001121141,0.0002330329,0.004574001,0.0001491766,0.00005810491,0.0004657402,0.06908847,0.000154828,0.00007970356,0.1318633,0.7920005,0.0002120391],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1002876,0.002641052,0.001282511,0.7879477,0.007678076,0.0004760623,0.00001319085,0.00004417983,0.09962958],"genre_scores_gemma":[0.940459,0.001404348,0.001641918,0.01808857,0.001034649,0.00001306177,0.000001758547,0.00001294018,0.0373438],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8401713,"threshold_uncertainty_score":0.997763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2087437399314574,"score_gpt":0.4916618776480836,"score_spread":0.2829181377166262,"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."}}