{"id":"W4206493724","doi":"10.1016/j.oneear.2021.12.005","title":"Climate-induced increases in micronutrient availability for coral reef fisheries","year":2022,"lang":"en","type":"article","venue":"One Earth","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"H2020 European Research Council; European Research Council; Royal Society; Leverhulme Trust","keywords":"Coral reef; Fishery; Aquaculture of coral; Reef; Resilience of coral reefs; Micronutrient; Coral reef protection; Environmental issues with coral reefs; Fishing; Nutrient; Biology; Coral; Ecology; Environmental 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003221774,0.00009399839,0.000171873,0.00001875936,0.0002812543,0.00001430869,0.0001213157,0.00001557882,0.001911545],"category_scores_gemma":[0.00005316587,0.00009285652,0.00004866119,0.000172071,0.00004646021,0.00009065629,0.0007242195,0.00008752391,0.0000808121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001119358,"about_ca_system_score_gemma":0.000008454003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002636435,"about_ca_topic_score_gemma":0.004767439,"domain_scores_codex":[0.9990404,0.00006229377,0.0001924565,0.0002792848,0.0001534091,0.0002721197],"domain_scores_gemma":[0.9996618,0.00005854915,0.0000542616,0.0001774997,0.000005190827,0.00004271424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001886777,0.000434831,0.9849722,0.00002971682,0.000005795793,0.00000478464,0.0001884906,0.00001074419,0.003950505,0.00008221803,0.003491073,0.006640973],"study_design_scores_gemma":[0.0006759623,0.0004589423,0.909719,0.000007555152,0.000007888792,0.000004502782,0.0005116656,0.0001771021,0.001110763,0.0003878158,0.08674434,0.0001944877],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960368,0.00003742914,0.000003169381,0.000387141,0.0001162117,0.0004429654,0.00006969925,0.00003118146,0.00287545],"genre_scores_gemma":[0.998271,0.00001317205,0.000247086,0.0001027782,0.00002515795,0.0002676715,0.00002072485,0.000007659082,0.001044718],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08325326,"threshold_uncertainty_score":0.9990008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02316106411670888,"score_gpt":0.2136173656517807,"score_spread":0.1904563015350719,"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."}}