{"id":"W2952564408","doi":"10.1101/672121","title":"NON-RANDOM TIMING OF ECOLOGICAL SHIFTS ON CARIBBEAN CORAL REEFS SUGGESTS REGIONAL CAUSES OF CHANGE","year":2019,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Environment Research Council; Florida Institute of Technology; National Oceanic and Atmospheric Administration; National Geographic Society; National Science Foundation","keywords":"Coral; Reef; Coral reef; Aquaculture of coral; Dominance (genetics); Environmental issues with coral reefs; Resilience of coral reefs; Benthic zone; Ecology; Coral reef protection; Fringing reef; Fishery; Oceanography; Geography; Environmental science; 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":[0.002049873,0.0001998388,0.0003568432,0.002000783,0.0005301706,0.001233499,0.0004593582,0.0004927833,0.001480686],"category_scores_gemma":[0.007346786,0.0002446775,0.000462627,0.002070075,0.000748305,0.0007269491,0.001106548,0.0004807361,0.0002492741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007989206,"about_ca_system_score_gemma":0.0005152615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03227368,"about_ca_topic_score_gemma":0.06379776,"domain_scores_codex":[0.9985666,0.0002684819,0.0001228548,0.0005740746,0.0001883245,0.0002797447],"domain_scores_gemma":[0.9939818,0.001498926,0.002612296,0.0006855452,0.0008337703,0.0003876632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007133229,0.000007636677,0.9908006,0.0000529151,0.00009850785,0.00007583759,0.0003562134,0.0003927365,0.002008172,0.0001771461,0.0003215147,0.005637497],"study_design_scores_gemma":[0.000001148576,0.000007263032,0.9988097,0.00000693884,0.00001187087,0.00002240592,0.0002404824,0.0004461784,0.00007702503,0.00004953164,0.0003236263,0.000003795512],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955248,0.0009672781,0.0005602323,0.0002060068,0.000008669478,0.00001626945,0.0007732186,0.00002438038,0.001919222],"genre_scores_gemma":[0.9990368,0.0001581744,0.0002078429,0.00003216509,0.000006319931,0.0000068199,0.0004576514,0.00000559768,0.00008867144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03227368,"threshold_uncertainty_score":0.06417167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04569990712255271,"score_gpt":0.236824976505812,"score_spread":0.1911250693832593,"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."}}