{"id":"W4393311976","doi":"10.2139/ssrn.4777314","title":"Freshwater Input Significantly Reduces Specific and Functional Diversity of Small Subarctic Estuaries","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Subarctic climate; Estuary; Diversity (politics); Geography; Ecology; Functional diversity; Environmental science; Biology; Political science","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":[0.0001820504,0.0002632915,0.0004356704,0.0005794035,0.0004088247,0.0006702167,0.0002672305,0.0002740491,0.002385409],"category_scores_gemma":[0.0008468122,0.0002170567,0.000287597,0.0006040564,0.0005395149,0.000463622,0.0009526426,0.0002269988,0.0002761916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000375897,"about_ca_system_score_gemma":0.0004747488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01383168,"about_ca_topic_score_gemma":0.0358547,"domain_scores_codex":[0.9998643,0.00001824898,0.00001164204,0.00005504067,0.00002185101,0.0000288496],"domain_scores_gemma":[0.9993278,0.0001468754,0.0002170543,0.00006946205,0.00007275707,0.0001661021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005251846,0.00006371157,0.912199,0.0001016421,0.0002385246,0.0001605033,0.0003963433,0.0009288292,0.07669347,0.000126429,0.0003109036,0.008255593],"study_design_scores_gemma":[0.000001113504,0.00002261292,0.9991566,0.000001830265,0.00001093199,0.00001340935,0.00009493143,0.0001025276,0.0004619625,0.00003601573,0.00009660449,0.000001422252],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994091,0.00007756365,0.00006344849,0.00001151326,0.000002239924,7.982044e-7,0.0001547634,0.000008777976,0.0002718079],"genre_scores_gemma":[0.999113,0.00006621238,0.00005094858,0.00001958134,0.000002574762,0.0000021599,0.0002519023,0.000006418409,0.0004871082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01383168,"threshold_uncertainty_score":0.02750236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02141460198019636,"score_gpt":0.2183388472333071,"score_spread":0.1969242452531108,"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."}}