{"id":"W2611946186","doi":"10.3390/w9050314","title":"RIVICE—A Non-Proprietary, Open-Source, One-Dimensional River-Ice Model","year":2017,"lang":"en","type":"article","venue":"Water","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"Global Institute for Water Security; University of Saskatchewan","funders":"Government of Alberta","keywords":"Flood myth; Geology; Hydrology (agriculture); Geotechnical engineering; Geography; Archaeology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002800241,0.0001624006,0.0001939615,0.00002974545,0.001062805,0.0003122549,0.0009728863,0.00008601126,0.002166438],"category_scores_gemma":[0.00001318232,0.0001070078,0.00006029354,0.00001669715,0.0002323609,0.0007639882,0.000244261,0.0001937955,0.002393824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004600165,"about_ca_system_score_gemma":0.00004521714,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006713831,"about_ca_topic_score_gemma":0.0008934608,"domain_scores_codex":[0.9987527,0.0000219267,0.0001714064,0.0003325799,0.000289737,0.0004317183],"domain_scores_gemma":[0.9991421,0.00002277493,0.00007369369,0.0005570329,0.000047834,0.0001566234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005302001,0.0002286713,0.851634,0.0000952991,0.0002487897,0.0001520738,0.004967275,0.06776515,0.001047972,0.0003440804,0.007269854,0.06571669],"study_design_scores_gemma":[0.0007947655,0.00009391558,0.2357562,0.0000350911,0.00004797761,0.00002475883,0.00005221761,0.7467861,0.0003760834,0.006058108,0.009557082,0.0004177295],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9593457,0.000007044582,0.001242502,0.002105147,0.0003364898,0.0002080128,0.00004749893,0.00003170639,0.03667589],"genre_scores_gemma":[0.9792537,0.000009573301,0.007437121,0.00114492,0.0001294966,0.000001220033,0.0001576191,0.000007963505,0.01185839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6790209,"threshold_uncertainty_score":0.9999005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0231350237477756,"score_gpt":0.231708362899895,"score_spread":0.2085733391521194,"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."}}