{"id":"W4396952694","doi":"10.1101/2024.05.13.594016","title":"Intensifying marine heatwaves and limited protection threaten global kelp forests","year":2024,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Peatlands and Wetlands Ecology","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Kelp; Kelp forest; Geography; Fishery; Environmental science; Environmental protection; Agroforestry; Ecology; Biology","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":[0.0004326866,0.0001695037,0.0001825324,0.0002587666,0.0002693864,0.0008668053,0.0001464774,0.0003300209,0.003751129],"category_scores_gemma":[0.001344625,0.00006466777,0.0002127534,0.0004545422,0.0003698145,0.0006198484,0.0008195419,0.0005062497,0.0002999293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003231085,"about_ca_system_score_gemma":0.0003059288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006719326,"about_ca_topic_score_gemma":0.008543228,"domain_scores_codex":[0.9998506,0.00002583268,0.000005878588,0.0000422717,0.00002895729,0.00004638743],"domain_scores_gemma":[0.9993547,0.0001596413,0.0002124866,0.00006249508,0.00005959439,0.0001511351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000179735,0.00005187448,0.949965,0.0001143708,0.0001665051,0.0003550685,0.0002862663,0.007860681,0.00776325,0.001877782,0.00435585,0.0270237],"study_design_scores_gemma":[0.000009668681,0.00002763757,0.9892397,0.00003513028,0.00003475642,0.0000760394,0.0008593862,0.003621428,0.0008529124,0.002733464,0.002497546,0.00001238806],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943054,0.0001831032,0.0004789115,0.0007099162,0.00002112809,0.000002160388,0.001014975,0.00003864088,0.003245856],"genre_scores_gemma":[0.998822,0.0001176776,0.0001679376,0.0001131989,0.00001872297,0.000002145884,0.0005398231,0.000007499198,0.0002110207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006719326,"threshold_uncertainty_score":0.01336044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01396734466784404,"score_gpt":0.213844406198776,"score_spread":0.199877061530932,"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."}}