{"id":"W4391168695","doi":"10.56367/oag-041-11224","title":"MPOX: Research priorities for threat reduction","year":2024,"lang":"en","type":"article","venue":"Open Access Government","topic":"Poxvirus research and outbreaks","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Reduction (mathematics); Computer science; Psychology; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001306884,0.000114369,0.0001635148,0.00006190419,0.0003960538,0.001223191,0.001321553,0.0001351926,0.001855486],"category_scores_gemma":[0.000134456,0.0000920301,0.00006549474,0.0001959558,0.0001862704,0.0009662341,0.001433997,0.0003867641,0.0008683886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004348991,"about_ca_system_score_gemma":0.0002501993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008324837,"about_ca_topic_score_gemma":0.00007819592,"domain_scores_codex":[0.9984939,0.0001589856,0.0001804215,0.0004150873,0.0002217836,0.0005298305],"domain_scores_gemma":[0.9992877,0.0002690899,0.00002319253,0.0003029461,0.00007940069,0.00003764296],"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":[0.0008681217,0.0001246235,0.0003221034,0.0001853509,0.0003107488,0.00001586432,0.000432253,0.000001541167,0.1703557,0.03940008,0.5389743,0.2490093],"study_design_scores_gemma":[0.0004995312,0.0001962147,0.0006965463,0.00009600211,0.00001225718,0.00002179671,0.0003396489,0.0000115231,0.1771361,0.003743844,0.8171295,0.0001170408],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3585125,0.04608727,0.001551483,0.01779958,0.009495783,0.01037055,0.002043013,0.0004015478,0.5537382],"genre_scores_gemma":[0.8468662,0.0009137291,0.0001219837,0.00006062848,0.0001833457,0.0007782474,0.00005316688,0.00002863131,0.150994],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4883537,"threshold_uncertainty_score":0.9999096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1906863841383399,"score_gpt":0.4926904921404069,"score_spread":0.3020041080020671,"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."}}