{"id":"W7118973872","doi":"10.32782/wba.2025.2.12","title":"Results of the sociological research «Kakhovka reservoir: past, present, and future»","year":2025,"lang":"","type":"article","venue":"Water bioresources and aquaculture","topic":"Water Resources and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Alberta","keywords":"Sociological research; Key (lock); Field (mathematics); Sociological theory; Research methodology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001794183,0.00015276,0.0001700385,0.002324865,0.002309052,0.001849474,0.0001642326,0.0002954911,0.004319868],"category_scores_gemma":[0.002683698,0.00009951078,0.000320513,0.001790857,0.001382261,0.00121565,0.001280721,0.0007018897,0.0007013027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001424367,"about_ca_system_score_gemma":0.001462097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008468434,"about_ca_topic_score_gemma":0.01407612,"domain_scores_codex":[0.9991036,0.0003878181,0.00005615333,0.0000545685,0.0002380596,0.00015978],"domain_scores_gemma":[0.9973259,0.001132956,0.000387561,0.0000796587,0.0006429238,0.0004309378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007721383,0.0002294485,0.5510136,0.0004214395,0.0000320612,0.00082349,0.3724399,0.0002660968,0.00151585,0.005834952,0.00856306,0.0587828],"study_design_scores_gemma":[0.000002155362,0.00009234784,0.4185428,0.0001304551,0.00001766909,0.000189439,0.5391594,0.0001469173,0.0003371803,0.0006141807,0.0407433,0.0000242705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774229,0.0004991975,0.0002201241,0.001606902,0.00003945843,0.00003506297,0.0004518665,0.000004920875,0.01971964],"genre_scores_gemma":[0.9956101,0.0007490386,0.0001275028,0.0001888295,0.00002844842,0.00004097795,0.0002366603,0.0000036244,0.003014893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008468434,"threshold_uncertainty_score":0.01683831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02384530901323467,"score_gpt":0.2720201103762794,"score_spread":0.2481748013630448,"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."}}