{"id":"W3014792282","doi":"10.2196/19043","title":"The Three Steps Needed to End the COVID-19 Pandemic: Bold Public Health Leadership, Rapid Innovations, and Courageous Political Will","year":2020,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":164,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public health; Pandemic; Public relations; Health care; Politics; Expansive; Political science; Coronavirus disease 2019 (COVID-19); Medicine; Economic growth; Nursing; Economics; Law; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.01259315,0.0003821333,0.0007052434,0.0002105145,0.006470919,0.0003238015,0.0005905534,0.0002904977,0.0001151512],"category_scores_gemma":[0.009496143,0.000249289,0.00005700749,0.001707553,0.0004739132,0.0003790516,0.0003058114,0.001555466,0.00004533294],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009929219,"about_ca_system_score_gemma":0.01746532,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007469745,"about_ca_topic_score_gemma":0.007435581,"domain_scores_codex":[0.9895874,0.003494575,0.001692614,0.0007483261,0.0006763924,0.003800711],"domain_scores_gemma":[0.9860942,0.004589736,0.0006317299,0.0007181709,0.0004689596,0.00749716],"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":[0.00007032987,0.00007178976,0.2216586,0.001199929,0.00003116037,8.855688e-7,0.02769453,5.87747e-7,0.0000011703,0.1124383,0.578756,0.05807671],"study_design_scores_gemma":[0.0007849268,0.0003288032,0.05638348,0.00001544667,4.955845e-7,0.00002153968,0.04860127,0.0002473595,1.077957e-8,0.0003678532,0.8930334,0.0002154175],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06064316,0.003531558,0.001431586,0.929024,0.0007573119,0.003354171,0.0001672141,0.0002963554,0.0007945796],"genre_scores_gemma":[0.4681627,0.001179581,0.00005379774,0.5285945,0.001002519,0.0006336647,0.0001004392,0.00003548614,0.0002373218],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4075195,"threshold_uncertainty_score":0.9999959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3205629785124404,"score_gpt":0.4588738630197499,"score_spread":0.1383108845073095,"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."}}