{"id":"W2946628630","doi":"10.1101/640490","title":"Highly diverse mesophotic reef fish communities in Raja Ampat, West Papua","year":2019,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"Natural Sciences and Engineering Research Council of Canada; University of Oxford; Fisheries Society of the British Isles; Walton Family Foundation; Fondation Bertarelli","keywords":"Reef; Raja; Fishery; Coral reef; Abundance (ecology); Fishing; Coral reef fish; Geography; Population; Coral; Ecology; Biology","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":[0.0001809211,0.0001728954,0.0001626931,0.0005791268,0.0003614656,0.0003220227,0.0003208264,0.0001550795,0.0008383584],"category_scores_gemma":[0.0002862408,0.0001715565,0.0001139899,0.0003731921,0.0004264066,0.0002963044,0.0005474965,0.0001412689,0.000103361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000249455,"about_ca_system_score_gemma":0.0002851556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01291152,"about_ca_topic_score_gemma":0.03549703,"domain_scores_codex":[0.9999144,0.00001568998,0.00000841238,0.00002870575,0.0000131469,0.00001966662],"domain_scores_gemma":[0.9998288,0.00003019003,0.00006172461,0.00001613775,0.000024268,0.00003879547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001154473,0.00006908464,0.9461204,0.0001949972,0.00007381177,0.001722997,0.01079194,0.0001740092,0.01864132,0.000161211,0.0001286333,0.02180605],"study_design_scores_gemma":[0.00000241798,0.00006267994,0.9947706,0.00001674521,0.00001343559,0.0005088078,0.003839326,0.0001523239,0.0002846418,0.00003275962,0.0003105127,0.000005774751],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999622,0.00002295762,0.00002415095,0.00000852364,4.501203e-7,0.00000590247,0.00004419635,0.000001646431,0.0002700601],"genre_scores_gemma":[0.9996815,0.00002468855,0.0001067316,0.000007213641,5.743681e-7,0.000007864459,0.00002792445,4.723552e-7,0.0001430228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01291152,"threshold_uncertainty_score":0.02567273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01581376038687261,"score_gpt":0.1968745258154369,"score_spread":0.1810607654285643,"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."}}