{"id":"W4404408829","doi":"10.1101/2024.11.14.623536","title":"Unravelling the universal spatial properties of coral reefs","year":2024,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Coral reef; Reef; Coral; Coral reef organizations; Resilience of coral reefs; Geography; Oceanography; Coral reef protection; Fishery; Geology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002517193,0.0001592784,0.0002429693,0.001459101,0.0002151401,0.0006721459,0.0002313952,0.0001843928,0.0005548463],"category_scores_gemma":[0.001919479,0.0001693862,0.0002358804,0.0009027244,0.000865922,0.000824455,0.0006468925,0.0003777595,0.00007299912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004182194,"about_ca_system_score_gemma":0.0003104572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00662209,"about_ca_topic_score_gemma":0.006098247,"domain_scores_codex":[0.9998863,0.00002074949,0.000007207457,0.00003465342,0.00002108354,0.00003006228],"domain_scores_gemma":[0.9987854,0.0003812726,0.0003828589,0.0002054895,0.000129355,0.0001155632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005525566,0.00003444012,0.8199425,0.0002662838,0.0001218738,0.0004507181,0.001545978,0.02136249,0.05988789,0.02231826,0.00111903,0.07289534],"study_design_scores_gemma":[0.00000305999,0.00002632987,0.9229342,0.00003968558,0.00002549743,0.0004199413,0.0006908986,0.05723741,0.001967134,0.01437086,0.002256396,0.00002852998],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886385,0.0003849038,0.009379518,0.0001141937,0.000003248004,0.000004316452,0.0002599127,0.00006489797,0.001150464],"genre_scores_gemma":[0.9980647,0.00008489047,0.001735961,0.000007910063,0.000002821407,0.000001654384,0.00006608301,0.000004419583,0.00003152159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00662209,"threshold_uncertainty_score":0.01316708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01482159600474979,"score_gpt":0.1837707687078891,"score_spread":0.1689491727031393,"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."}}