{"id":"W4413167810","doi":"10.53555/vmr2cc72","title":"Potential Aquaculture Practices In Saline Waterlogged Land Using Geospatial Approach Rohtak District (Haryana)","year":2022,"lang":"en","type":"article","venue":"Journal of Survey in Fisheries Sciences","topic":"Fisheries and Aquaculture Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aquaculture; Geospatial analysis; Fishery; Geography; Water resource management; Environmental planning; Environmental science; Biology; Fish <Actinopterygii>; Remote sensing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003263651,0.0001940112,0.0004356421,0.00005919128,0.0006748842,0.0002350667,0.0006882024,0.00006607361,0.0002666355],"category_scores_gemma":[0.0004511434,0.0000757243,0.0001121906,0.001425324,0.0002811547,0.0007744716,0.000259493,0.0004851015,4.168458e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009024559,"about_ca_system_score_gemma":0.00005307845,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0114389,"about_ca_topic_score_gemma":0.0218774,"domain_scores_codex":[0.9970963,0.0007798434,0.0006427127,0.0003079769,0.0007662193,0.0004069207],"domain_scores_gemma":[0.9985875,0.00024531,0.0009332856,0.00004284679,0.0001220609,0.00006895675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002406066,0.0002427335,0.9902152,0.000007287952,0.00001646217,0.00005760687,0.0007288729,0.001825973,0.003933315,0.000004354619,0.001142023,0.001585529],"study_design_scores_gemma":[0.0003685295,0.0007388893,0.9836487,0.00001420326,0.00001197044,0.0001307072,0.007985629,0.0004399599,0.00004154227,0.00008245993,0.006305495,0.0002319829],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966754,0.0005103441,0.000004723234,0.00174605,0.0004496775,0.0001282689,0.000103411,0.000008433699,0.000373729],"genre_scores_gemma":[0.9989098,0.0001323224,0.0004906151,0.0001046304,0.0002308522,0.000005603305,0.00004197834,0.000001397205,0.00008274968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0104385,"threshold_uncertainty_score":0.9959708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1551658924045677,"score_gpt":0.2691208317605779,"score_spread":0.1139549393560102,"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."}}