{"id":"W4413570265","doi":"10.64628/aam.vxhg4tdpr","title":"How Canada can become a global leader in health innovation during the COVID-19 pandemic and beyond","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Public Health Policies and Epidemiology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Political science; Business; Virology; Geography; Biology; Medicine; Infectious disease (medical specialty); Outbreak; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008859485,0.0005759362,0.0005804935,0.002472748,0.02473052,0.03231895,0.002111096,0.01130686,0.02925006],"category_scores_gemma":[0.03000542,0.0004214332,0.0006546467,0.003470324,0.01224187,0.008670967,0.006165771,0.01104725,0.003045387],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1441308,"about_ca_system_score_gemma":0.4112931,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9793214,"about_ca_topic_score_gemma":0.9866295,"domain_scores_codex":[0.9860718,0.002272301,0.0001489057,0.0007967689,0.003188849,0.007521329],"domain_scores_gemma":[0.9599224,0.003601504,0.0007996244,0.0007446576,0.01104586,0.023886],"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":[0.0001340481,0.00009417011,0.01030146,0.00008700478,0.00005059547,0.0004685159,0.007070681,0.001313606,0.0002764057,0.2905746,0.6432534,0.04637542],"study_design_scores_gemma":[0.00005658234,0.00003628083,0.007245741,0.0002956624,0.00003963484,0.0001034839,0.02439162,0.0012366,0.0004414101,0.04189421,0.924134,0.0001247925],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01925644,0.002197481,0.001503544,0.8089727,0.0028374,0.00007708735,0.0004979266,0.0001403554,0.1645171],"genre_scores_gemma":[0.6603005,0.005355952,0.004054238,0.1444499,0.001063545,0.0001116423,0.0004632699,0.000359254,0.1838417],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8558692,"threshold_uncertainty_score":0.9926869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07032221993113258,"score_gpt":0.3254551135642876,"score_spread":0.255132893633155,"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."}}