{"id":"W4283159029","doi":"10.1016/j.cub.2022.05.012","title":"Coral reefs: Moving beyond Malthus","year":2022,"lang":"en","type":"letter","venue":"Current Biology","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Biology; Coral reef; Explanatory power; Reef; Coral; Population; Power (physics); Ecology; Epistemology; Sociology; Demography","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":[0.01020537,0.001361089,0.002417248,0.00137179,0.009646235,0.009803746,0.003554853,0.1376017,0.01334684],"category_scores_gemma":[0.03103703,0.001599975,0.001887975,0.001612168,0.01234473,0.01179008,0.01001116,0.08718697,0.007819443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006971882,"about_ca_system_score_gemma":0.01527006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03074195,"about_ca_topic_score_gemma":0.07401984,"domain_scores_codex":[0.9918172,0.001829275,0.0007752311,0.001334112,0.00263609,0.001608022],"domain_scores_gemma":[0.9776618,0.009814123,0.001479222,0.001165528,0.002811764,0.007067533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005011948,0.00002605509,0.0004691073,0.00006620809,0.0000218323,0.0004492862,0.0002874682,0.00002772334,0.0002117087,0.00697937,0.9823193,0.009091796],"study_design_scores_gemma":[0.00008079677,0.00003808887,0.002001311,0.0003675167,0.00004634966,0.0002734326,0.001419319,0.0001382562,0.0001344607,0.01967346,0.9757579,0.00006912207],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000195738,0.001610767,0.00009977156,0.9795471,0.01613053,0.00001051179,0.00003521311,0.00001633294,0.002354038],"genre_scores_gemma":[0.001227511,0.0006865525,0.0001311455,0.9755131,0.01407827,0.00003960641,0.00001338867,0.0000146081,0.008295826],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1376017,"threshold_uncertainty_score":0.06112605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02725555232800592,"score_gpt":0.2619183726910682,"score_spread":0.2346628203630622,"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."}}