{"id":"W3015812223","doi":"10.1101/2020.04.11.036913","title":"A spatially explicit and mechanistic model for exploring coral reef dynamics","year":2020,"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":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Coral reef; Reef; Coral; Ecology; Benthic zone; Resilience of coral reefs; Disturbance (geology); Ecosystem; Population; Resilience (materials science); Environmental science; Biology; Physics","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":[0.0003939093,0.0005297477,0.0005237492,0.0005525011,0.0004884481,0.001254261,0.001457937,0.001717098,0.003206445],"category_scores_gemma":[0.001267943,0.0004524448,0.0008327045,0.0007162822,0.00085344,0.001182458,0.001210896,0.0009051114,0.0002357266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001057154,"about_ca_system_score_gemma":0.0009800484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01375428,"about_ca_topic_score_gemma":0.007686036,"domain_scores_codex":[0.9998533,0.00005127813,0.000007858245,0.00003537137,0.00002949382,0.00002280471],"domain_scores_gemma":[0.9995153,0.0002166181,0.0001078195,0.00005407717,0.00004874835,0.00005741884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000009125121,0.00001669327,0.0004952339,0.00001219171,0.0000119402,0.00004345773,0.00001596517,0.9866869,0.0006707384,0.01129119,0.0001427168,0.0006037811],"study_design_scores_gemma":[0.000007411777,0.000005024393,0.0001635288,0.000002116498,0.000004149023,0.000009083878,0.000006018742,0.9964924,0.00005767882,0.002917359,0.0003316573,0.000003549335],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5240955,0.0009074614,0.4240807,0.002174631,0.000169334,0.0001363292,0.002349799,0.0006497227,0.04543651],"genre_scores_gemma":[0.9787144,0.0002874643,0.01360155,0.0001079716,0.0000344734,0.0001702088,0.0002852805,0.00005274473,0.006745941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01375428,"threshold_uncertainty_score":0.02734846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04044368025277734,"score_gpt":0.211797899337257,"score_spread":0.1713542190844796,"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."}}