{"id":"W3160296784","doi":"10.5194/egusphere-egu21-14146","title":"Predictably Predictable -  The Role of Catchment Characteristics and Complexity.","year":2021,"lang":"en","type":"article","venue":"","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Drainage basin; Structural basin; Environmental science; Hydrology (agriculture); Computer science; Geography; Geology; Geomorphology","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":[0.003033369,0.0003885229,0.0003202067,0.001358487,0.0003844062,0.002595472,0.0006506735,0.0005160302,0.004893888],"category_scores_gemma":[0.01807389,0.0002761389,0.0006259752,0.001631711,0.0006131046,0.002957633,0.001135952,0.0007390083,0.00189502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001371896,"about_ca_system_score_gemma":0.001187808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01418955,"about_ca_topic_score_gemma":0.02998204,"domain_scores_codex":[0.998539,0.0004389274,0.00009153369,0.0004601415,0.0003863353,0.00008405092],"domain_scores_gemma":[0.9891508,0.005181822,0.00135019,0.002616907,0.001361365,0.0003390092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001765336,0.0001242941,0.577243,0.0002148826,0.0002677958,0.0003285067,0.0004331295,0.1238746,0.002547165,0.01979784,0.04587992,0.2291124],"study_design_scores_gemma":[0.00002114535,0.00007773374,0.4317456,0.0001289783,0.00005897119,0.0002408544,0.000696029,0.4718916,0.002969768,0.05363633,0.03843018,0.000102762],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.69181,0.001479736,0.1778958,0.01271558,0.0004870418,0.0002981055,0.0588456,0.002942677,0.05352546],"genre_scores_gemma":[0.9557585,0.0002947117,0.02409381,0.0003251709,0.00008265232,0.00008999452,0.01599908,0.0002312381,0.003124892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01418955,"threshold_uncertainty_score":0.02821392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01498953131786675,"score_gpt":0.2141874175924225,"score_spread":0.1991978862745558,"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."}}