{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001615138,0.0004335077,0.0004612,0.000107555,0.00121124,0.0003262209,0.001008215,0.0004581406,0.0002458899],"category_scores_gemma":[0.00001535137,0.000194232,0.0001899049,0.000476754,0.002913801,0.0001299477,0.004680864,0.0008082121,0.00002948027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006114329,"about_ca_system_score_gemma":0.000007688227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009220568,"about_ca_topic_score_gemma":0.00007305038,"domain_scores_codex":[0.9957852,0.0006584397,0.0006710795,0.001086143,0.0008159974,0.0009831439],"domain_scores_gemma":[0.9987447,0.00008541151,0.0001401333,0.0007683121,0.00005266316,0.0002088087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0027357,0.001311934,0.1041734,0.001737031,0.0009270762,0.00007036707,0.102977,0.0004402392,0.04265153,0.003449111,0.6514891,0.08803744],"study_design_scores_gemma":[0.0011448,0.0002389906,0.07845077,0.0001455869,0.00007999243,0.000004314896,0.006107134,0.0001357733,0.007508365,0.001769541,0.904159,0.0002557386],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8746716,0.003931892,0.000002799892,0.105402,0.0002221862,0.001042137,0.0001375178,0.0000234844,0.01456627],"genre_scores_gemma":[0.9639467,0.001998303,0.00007251075,0.0004142705,0.0009920086,0.00002750685,0.00001605914,0.00001773734,0.03251491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2526698,"threshold_uncertainty_score":0.9997997,"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."}}