{"id":"W4410001800","doi":"10.2139/ssrn.5237983","title":"Artificial Reef Size Affects Coral Reef Fish Species Richness","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Coral reef; Fishery; Coral reef fish; Species richness; Reef; Artificial reef; Aquaculture of coral; Fish <Actinopterygii>; Coral reef protection; Environmental issues with coral reefs; Geography; Ecology; Oceanography; Biology; 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":[0.0007044278,0.00026579,0.0002884827,0.0003270039,0.0001701013,0.0008404288,0.0003038789,0.0006293191,0.01323736],"category_scores_gemma":[0.008264373,0.0002604222,0.0002796772,0.0002674392,0.0007768695,0.0004535345,0.0008539329,0.0003943977,0.0007257976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002295227,"about_ca_system_score_gemma":0.0001850746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001583304,"about_ca_topic_score_gemma":0.003051192,"domain_scores_codex":[0.9997067,0.0001458965,0.00001413546,0.00005530916,0.00003932033,0.00003860649],"domain_scores_gemma":[0.9873984,0.009228815,0.001341825,0.0006894363,0.0002519655,0.001089453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00663765,0.0008260567,0.8959116,0.0001800697,0.0004614861,0.0007421441,0.0007463394,0.006059017,0.06234476,0.00193856,0.001229562,0.02292261],"study_design_scores_gemma":[0.00004722718,0.000446623,0.994171,0.000006994008,0.0001000978,0.0001307543,0.0002477129,0.002366756,0.001230678,0.0007730831,0.0004677565,0.00001135138],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981928,0.00004910403,0.00009591362,0.00003949421,0.000006548159,0.000001101558,0.00003875261,0.000005725737,0.001570476],"genre_scores_gemma":[0.9988402,0.00002678039,0.00006977211,0.00001993181,0.000003626483,0.000002019618,0.00003246741,0.00001122497,0.0009940173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01323736,"threshold_uncertainty_score":0.04428339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01078972858424204,"score_gpt":0.2266728789808084,"score_spread":0.2158831503965663,"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."}}