{"id":"W7084143961","doi":"10.21203/rs.3.rs-7596571/v1","title":"Reef fish functional groups show variable declines due to deforestation-driven sedimentation, while flexible harvesting mitigates this damage","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Adsorption and biosorption for pollutant removal","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Reef; Overfishing; Coral reef fish; Coral reef; Fishing; Population; Deforestation (computer science); Population dynamics of fisheries","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003996984,0.0002950752,0.0002634992,0.000672325,0.0004897721,0.0005221143,0.0002805876,0.0003820507,0.005213533],"category_scores_gemma":[0.001107526,0.0001120433,0.0003779302,0.001010464,0.0005160357,0.0004341138,0.0006696657,0.0003700377,0.001008925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004024714,"about_ca_system_score_gemma":0.0004297016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01694156,"about_ca_topic_score_gemma":0.03335156,"domain_scores_codex":[0.9997388,0.00001962764,0.00001317361,0.00009596556,0.00006690869,0.00006560518],"domain_scores_gemma":[0.9990411,0.00008795896,0.00044567,0.0001141054,0.0001685796,0.0001424353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005695142,0.0001089368,0.8362593,0.000203383,0.0003474386,0.0001673521,0.0009535995,0.0009155682,0.06919587,0.0004854289,0.004252071,0.08654158],"study_design_scores_gemma":[0.000001340283,0.00004848863,0.9973208,0.000005979724,0.00001524117,0.00003899598,0.0002259864,0.0001634412,0.00113527,0.00008775777,0.0009534291,0.000003333412],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991845,0.0004712615,0.001058103,0.0002698871,0.0000253636,0.000008179723,0.001800391,0.0000543848,0.004467416],"genre_scores_gemma":[0.9939989,0.00027131,0.0005010216,0.00008580253,0.0000148475,0.00001268533,0.001702612,0.00002589034,0.003386999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01694156,"threshold_uncertainty_score":0.03368586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05880583390958933,"score_gpt":0.3375803473867635,"score_spread":0.2787745134771741,"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."}}