{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":1,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"bc831e23fddb","filters":{"venue":"Journal of the Korean Society of Civil Engineers B"}},"results":[{"id":"W338602164","doi":"","title":"Estimation of Rivers Discharge by Probabilistic Velocity Function Considering Hydraulic Characteristics","year":2009,"lang":"en","type":"article","venue":"Journal of the Korean Society of Civil Engineers B","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Probabilistic logic; Rating curve; Entropy (arrow of time); Principle of maximum entropy; Stage (stratigraphy); Function (biology); Mathematics; Hydrology (agriculture); Geotechnical engineering; Statistics; Geology; Thermodynamics; Geomorphology; Physics","authors":[{"name":"Tai Ho Choo","is_ca":false},{"name":"Sang Jin Lee","is_ca":false},{"name":"Sang Woo Park","is_ca":false},{"name":"Ryun Su Oh","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.005961309974986401,"gpt":0.1893975316773877,"spread":0.1834362217024013,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004287989,0.0003831731,0.0004016204,0.000975911,0.0002769529,0.0005761898,0.0004883126,0.0004312838,0.0003663338],"category_scores_gemma":[0.001874426,0.0002849156,0.0004540906,0.0007690642,0.000248939,0.001327465,0.0004980422,0.0003280487,0.0001134409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004899365,"about_ca_system_score_gemma":0.0007129112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004715502,"about_ca_topic_score_gemma":0.004484711,"domain_scores_codex":[0.9997082,0.00005882846,0.00002638645,0.0000607579,0.0001214157,0.00002433589],"domain_scores_gemma":[0.9995752,0.0001899967,0.00005566784,0.0000307376,0.0001309345,0.00001746875],"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":[0.00005110665,0.00003647881,0.0160715,0.00005461948,0.0000290581,0.00006311756,0.0000939944,0.8204479,0.01162314,0.005914316,0.0002723782,0.1453424],"study_design_scores_gemma":[0.00000214522,0.0000112242,0.001819165,0.000001875323,0.00000379314,0.00001395997,0.00000564046,0.9958903,0.001394429,0.0006805321,0.0001679281,0.000009039979],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06726497,0.00003973806,0.9319574,0.00002935527,0.000007536355,0.0000149268,0.00004124506,0.0002242078,0.0004206717],"genre_scores_gemma":[0.8948671,0.00008409134,0.1041396,0.0000101994,0.00001564563,0.00004576561,0.0001201336,0.00002687647,0.0006906217],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004715502,"threshold_uncertainty_score":0.009376109,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}