{"id":"W4410895741","doi":"10.53555/sfs.v10i3.3623","title":"Estimation of Water Quality and Physico-chemical Parameters of a Freshwater Lake","year":2023,"lang":"en","type":"article","venue":"Journal of Survey in Fisheries Sciences","topic":"Environmental Science and Water Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Water quality; Environmental science; Estimation; Hydrology (agriculture); Quality (philosophy); Ecology; Biology; Geology; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.00009209861,0.0001512682,0.0001909435,0.0004504892,0.0003319669,0.0004368444,0.0001472045,0.0002141077,0.0004639697],"category_scores_gemma":[0.0001999469,0.0001137311,0.0001509099,0.0007039781,0.0001431064,0.0003323152,0.0002249459,0.0001326127,0.0000917478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002314151,"about_ca_system_score_gemma":0.0002261028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003567259,"about_ca_topic_score_gemma":0.006957945,"domain_scores_codex":[0.9998981,0.00001291338,0.000008122467,0.00002547266,0.00003541754,0.00001999207],"domain_scores_gemma":[0.9998524,0.00001671667,0.00006275435,0.000006959371,0.00003718742,0.00002397925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003099277,0.0001661712,0.841882,0.0001144934,0.00006760363,0.0004987133,0.0008361145,0.000920033,0.1375074,0.00005916468,0.0001773877,0.017461],"study_design_scores_gemma":[0.000004297399,0.000271932,0.9908784,0.000003964847,0.00001942118,0.0001799135,0.0005517159,0.001426681,0.006140651,0.00003383643,0.0004769429,0.0000121102],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994302,0.00002616113,0.0001761961,0.000006115557,8.388295e-7,0.000005871691,0.0001040387,0.000007583952,0.0002428774],"genre_scores_gemma":[0.9990603,0.00003162856,0.000352628,0.000005562068,0.000001581463,0.000008909468,0.0002134658,0.000002130015,0.0003238143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003567259,"threshold_uncertainty_score":0.007092953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1305493994513035,"score_gpt":0.2833553431455774,"score_spread":0.1528059436942739,"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."}}