{"id":"W3006780170","doi":"","title":"Using the impact model in order to predict the Danube river flow in the last quarter of the XXI century","year":2009,"lang":"en","type":"article","venue":"EGUGA","topic":"Marine and environmental studies","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Order (exchange); Flow (mathematics); Geography; History; Mathematics; Economics; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002784175,0.00008643366,0.00008260467,0.00001620466,0.0001440942,0.00002028505,0.0003199904,0.00002097476,0.000179006],"category_scores_gemma":[0.00001739479,0.00002905235,0.00003696788,0.0002983912,0.00008989937,0.00006357674,0.00002888609,0.0001329443,0.00001172557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006785561,"about_ca_system_score_gemma":0.00001403873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004162121,"about_ca_topic_score_gemma":0.006167968,"domain_scores_codex":[0.9992985,0.00009883071,0.0001217982,0.00009986709,0.0001944763,0.0001864894],"domain_scores_gemma":[0.9996706,0.00006095944,0.00002772443,0.0002183496,0.000005089318,0.00001726405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000157031,0.00002017301,0.696522,0.000001022606,0.000005456902,0.000001024231,0.00584658,0.2880927,0.000009641597,0.000006797573,0.001814802,0.007664142],"study_design_scores_gemma":[0.00009939151,0.00004432502,0.9155478,0.000007336824,0.000004837822,0.000002245905,0.001002425,0.08228046,0.000004580525,0.0003100507,0.0006533816,0.00004313653],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902047,0.0001742171,0.00003082839,0.002132052,0.00005596938,0.0002331069,0.00002578372,0.000002640921,0.007140732],"genre_scores_gemma":[0.9986489,0.00004087417,0.0001013438,0.001118213,0.00004208174,9.556361e-7,0.000003442912,0.000001226659,0.00004300263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2190258,"threshold_uncertainty_score":0.6291909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01519830388417284,"score_gpt":0.2186823640236121,"score_spread":0.2034840601394393,"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."}}