{"id":"W4311240448","doi":"10.1016/j.marpolbul.2022.114463","title":"Alterations in hydrological variables and substrate qualities and its impacts on a critical conservation reserve in the southwest coast of India","year":2022,"lang":"en","type":"article","venue":"Marine Pollution Bulletin","topic":"Coastal wetland ecosystem dynamics","field":"Environmental Science","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Environmental science; Habitat; Biodiversity; Ecosystem; Sediment; Nature reserve; Water quality; Salinity; Substrate (aquarium); Natural (archaeology); Climate change; Ecology; Hydrology (agriculture); Environmental protection; Geography; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001043296,0.0001392083,0.0001364648,0.0005669706,0.0008077952,0.0005757553,0.0004252416,0.0001765264,0.0008370453],"category_scores_gemma":[0.0002656471,0.0001196588,0.0002049033,0.0009703171,0.0008451234,0.000234815,0.0005730439,0.0002272017,0.00008530371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001103799,"about_ca_system_score_gemma":0.00108225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09962764,"about_ca_topic_score_gemma":0.1886712,"domain_scores_codex":[0.999881,0.00002138804,0.000008440087,0.00002121152,0.0000144226,0.00005349088],"domain_scores_gemma":[0.9997563,0.00003715039,0.00006559474,0.00001824124,0.00004109765,0.00008162082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002608908,0.0001941555,0.9829915,0.00004489865,0.00006395227,0.001912578,0.00311894,0.0007377063,0.004112671,0.0002598783,0.0003785423,0.005924339],"study_design_scores_gemma":[0.000002258098,0.00004031837,0.9966055,0.000002569589,0.00001041532,0.0001288813,0.002771394,0.0001675489,0.0000896592,0.00002375943,0.0001542277,0.000003602379],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996674,0.000007899399,0.00001089608,0.00001816781,9.02517e-7,0.000001896944,0.00003985073,0.000001708029,0.0002512188],"genre_scores_gemma":[0.9997734,0.00001270653,0.00001973949,0.000005664354,9.617282e-7,0.000001746501,0.00004578352,4.084465e-7,0.0001396006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09962764,"threshold_uncertainty_score":0.1980955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01631918055342137,"score_gpt":0.2364440373846766,"score_spread":0.2201248568312553,"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."}}