{"id":"W4293194535","doi":"10.1111/ecog.06156","title":"Transient amplification enhances the persistence of tropicalising coral assemblages in marginal high‐latitude environments","year":2022,"lang":"en","type":"article","venue":"Ecography","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Research Foundation","funders":"Japan Society for the Promotion of Science; Natural Environment Research Council; University of the Ryukyus; British Ecological Society; European Commission; Sight Research UK; Ecological Society of America","keywords":"Coral; Acropora; Ecology; Temperate climate; Subtropics; Population; Latitude; Biology; Geography; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001826891,0.00008595214,0.0001229566,0.00004773517,0.0002304438,0.000009143054,0.0002217511,0.00001187003,0.0005638291],"category_scores_gemma":[0.00000475552,0.00006579325,0.00007805882,0.0003304243,0.0001377549,0.00008154371,0.000178691,0.0001007831,0.00001150249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006161023,"about_ca_system_score_gemma":0.000002468013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005992387,"about_ca_topic_score_gemma":0.0005152106,"domain_scores_codex":[0.9990401,0.00009361731,0.0002025331,0.0002131273,0.0002905613,0.0001600326],"domain_scores_gemma":[0.9996868,0.00004063974,0.00009380555,0.0001546714,0.000001598749,0.00002246305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005295537,0.0003211086,0.9594522,0.00002001124,0.00003176404,0.000003429808,0.00196171,0.004300424,0.02735955,0.0003049088,0.0006081876,0.005583743],"study_design_scores_gemma":[0.0001557432,0.00009236731,0.9912829,0.000005522891,0.00001116863,0.00000173035,0.000840925,0.0001414818,0.0006280682,0.0002206664,0.006535156,0.00008425597],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980801,0.0001191313,0.0002450405,0.0004560356,0.0001415785,0.0001842262,0.000008603003,0.000007441427,0.0007578862],"genre_scores_gemma":[0.9995061,0.00007038961,0.0001792012,0.00004880184,0.00001141603,0.00007490948,0.000005819021,0.000004331957,0.00009900802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0318307,"threshold_uncertainty_score":0.6173534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01297885275430772,"score_gpt":0.1988709309202943,"score_spread":0.1858920781659866,"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."}}