{"id":"W4408437774","doi":"10.5194/egusphere-egu25-7228","title":"Towards a synthesis of perceptual models of dominant hydrologic processes across North America","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Soil Geostatistics and Mapping","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Perception; Hydrological modelling; Environmental science; Geography; Computer science; Environmental resource management; Geology; Psychology; Climatology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001438856,0.0002224467,0.0005335037,0.00003537901,0.00004995953,0.00001288187,0.0005264152,0.0001307142,0.0005157583],"category_scores_gemma":[0.0002959939,0.0001770233,0.0001033191,0.0002288078,0.0004745699,0.00004544017,0.001880917,0.0001611607,0.00001288446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005937677,"about_ca_system_score_gemma":0.0001137864,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00819956,"about_ca_topic_score_gemma":0.0008490503,"domain_scores_codex":[0.9984688,0.00003548283,0.0004339714,0.0004586162,0.0003330443,0.0002701374],"domain_scores_gemma":[0.9990246,0.0001807867,0.0003033226,0.0003936753,0.00004392411,0.00005365383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001626792,0.0007654025,0.02208896,0.003801429,0.0002420371,0.00001657067,0.01739447,0.6788647,0.0007723229,0.0003285747,0.001751362,0.2738115],"study_design_scores_gemma":[0.001118784,0.0007360444,0.09522889,0.001869714,0.0008433846,0.00001171265,0.01064558,0.7965531,0.03075785,0.05434622,0.004683412,0.003205335],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8730907,0.0001101528,0.06048366,0.0001352054,0.0001314522,0.0005020144,0.001280154,0.00003926937,0.06422732],"genre_scores_gemma":[0.986587,0.0004573727,0.0122165,0.00006635689,0.000008325656,0.00008257019,0.00001988348,0.000007673171,0.0005542923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2706061,"threshold_uncertainty_score":0.9984049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02227168617630734,"score_gpt":0.2647067563798773,"score_spread":0.2424350702035699,"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."}}