{"id":"W4392186628","doi":"10.1101/2024.02.23.581720","title":"Impacts of a prolonged marine heatwave and chronic local human disturbance on juvenile coral assemblages","year":2024,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Juvenile; Coral; Reef; Biology; Ecology; Disturbance (geology); Coral reef; Heat stress; Animal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000172288,0.0002429932,0.0002108637,0.0003907819,0.0003658817,0.000456726,0.0001390944,0.0001790495,0.001869374],"category_scores_gemma":[0.0004055583,0.0001031879,0.0002208951,0.0003654431,0.0003744094,0.0001912636,0.0006916358,0.0002003162,0.0001250015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003291684,"about_ca_system_score_gemma":0.0002239581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009846597,"about_ca_topic_score_gemma":0.0253051,"domain_scores_codex":[0.9998234,0.000025827,0.00001760882,0.00004048313,0.0000356275,0.00005706407],"domain_scores_gemma":[0.9994521,0.00004322061,0.0002771969,0.00003429622,0.00006394515,0.0001291427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001109217,0.00003141154,0.9875813,0.00002888054,0.00006696004,0.000110219,0.0001918877,0.0001946064,0.007757074,0.00001048775,0.0000813535,0.003834949],"study_design_scores_gemma":[4.78213e-7,0.00002644409,0.9995651,0.000002348206,0.000005140029,0.00002581799,0.0002033628,0.00004130163,0.00008020531,0.000003492645,0.00004522861,0.00000100753],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995264,0.00005068836,0.0000445578,0.000007970934,0.000002184701,0.000002632539,0.0001151296,0.00000229789,0.0002481736],"genre_scores_gemma":[0.9996839,0.00004873245,0.00004589513,0.00001002811,0.000003855666,0.000003564103,0.00009256043,8.331754e-7,0.0001106849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009846597,"threshold_uncertainty_score":0.01957858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009259350611701998,"score_gpt":0.2158117084083104,"score_spread":0.2065523577966084,"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."}}