{"id":"W4400723688","doi":"10.21105/joss.06851","title":"MetaCast: A package for broadCASTing epidemiologicaland ecological models over META-populations.","year":2024,"lang":"en","type":"article","venue":"The Journal of Open Source Software","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"R package; Broadcasting (networking); Software package; Ecology; Epidemiology; Software; Computer science; Biology; Geography; Medicine; Programming language; Computer network","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005924421,0.003208755,0.002863017,0.003508592,0.001164664,0.003502616,0.005825795,0.002646128,0.1160323],"category_scores_gemma":[0.02957066,0.003873228,0.004494032,0.002526088,0.0007021534,0.004245567,0.004475942,0.004985112,0.04811643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001031514,"about_ca_system_score_gemma":0.003898597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01094375,"about_ca_topic_score_gemma":0.01179889,"domain_scores_codex":[0.9974205,0.001146209,0.0002710571,0.0003949681,0.0005782765,0.0001889994],"domain_scores_gemma":[0.9885806,0.008527083,0.0006016355,0.0009680272,0.000901765,0.0004208974],"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":[0.0005337836,0.0001028751,0.003720402,0.004919162,0.001841019,0.0004076742,0.0006790975,0.01217169,0.004017484,0.02152225,0.8673196,0.08276495],"study_design_scores_gemma":[0.00087299,0.00009756332,0.003331816,0.001516323,0.001097625,0.0008619261,0.0001972294,0.06187027,0.005156935,0.07460118,0.8500071,0.0003891105],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.002544341,0.003006986,0.4703327,0.001522549,0.001233821,0.0003402821,0.1778139,0.3362665,0.006938783],"genre_scores_gemma":[0.03804886,0.003240847,0.57122,0.002517077,0.0005282963,0.003892004,0.1651914,0.2005811,0.01478035],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.1160323,"threshold_uncertainty_score":0.3881665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6218069630891184,"score_gpt":0.5014801725447788,"score_spread":0.1203267905443396,"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."}}