{"id":"W7084758746","doi":"10.5281/zenodo.17281316","title":"Raven Hydrological Modelling Framework","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Hatch (Canada); University of British Columbia; Imperial College of Toronto; Université de Sherbrooke; École de Technologie Supérieure; University of Waterloo; Ouranos; National Research Council Canada; Ontario Power Generation; BC Hydro (Canada)","funders":"","keywords":"","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001688094,0.001103368,0.0009251658,0.001065177,0.0004690601,0.00275665,0.003299896,0.001639182,0.07585508],"category_scores_gemma":[0.002932656,0.0009881086,0.001725189,0.00165461,0.0003584748,0.003918576,0.001848057,0.002071584,0.04663716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007397312,"about_ca_system_score_gemma":0.002088496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02371989,"about_ca_topic_score_gemma":0.02023175,"domain_scores_codex":[0.9993541,0.0001415381,0.00005468252,0.0001698001,0.0002152489,0.00006465107],"domain_scores_gemma":[0.9990815,0.0001442529,0.00004009742,0.000260081,0.000387805,0.000086236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001669562,0.00008113704,0.001462303,0.0004777406,0.0001944246,0.000131158,0.0002294071,0.2615404,0.001728809,0.07651292,0.5283961,0.1290786],"study_design_scores_gemma":[0.00008838966,0.00002289161,0.0005917487,0.000142609,0.00005355952,0.00006560993,0.00007223179,0.1698232,0.001340335,0.04215241,0.7855523,0.00009467474],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.004055087,0.001786047,0.5425153,0.002536505,0.001591953,0.0002861551,0.1830502,0.08632749,0.1778512],"genre_scores_gemma":[0.1107842,0.003063078,0.4078393,0.001325039,0.0008729156,0.001067365,0.2535103,0.04450242,0.1770354],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.07585508,"threshold_uncertainty_score":0.2537605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02968053008110214,"score_gpt":0.2648220182884793,"score_spread":0.2351414882073772,"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."}}