{"id":"W2922702572","doi":"10.1371/journal.pone.0213191","title":"Environmental heterogeneity mediates scale-dependent declines in kelp diversity on intertidal rocky shores","year":2019,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Marine and coastal plant biology","field":"Earth and Planetary Sciences","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Victoria; Okanagan University College; University of British Columbia, Okanagan Campus; Bamfield Marine Sciences Centre; University of British Columbia","funders":"Parks Canada","keywords":"Kelp; Kelp forest; Intertidal zone; Ecology; Habitat; Biodiversity; Rocky shore; Biology; Species diversity","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001974563,0.0001223308,0.0002415815,0.000319961,0.0003696159,0.0005603713,0.0002706081,0.0001988869,0.001972345],"category_scores_gemma":[0.0008716052,0.0001339991,0.0002141306,0.0003295398,0.0004537292,0.0005204754,0.0008502711,0.0002921099,0.0002208465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002659941,"about_ca_system_score_gemma":0.0002621508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01071736,"about_ca_topic_score_gemma":0.02136143,"domain_scores_codex":[0.9998573,0.00001997389,0.000007300068,0.00004977367,0.00001862737,0.00004702079],"domain_scores_gemma":[0.9994591,0.00009850716,0.0001929838,0.00004939562,0.00005801572,0.0001420352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001399452,0.00005232022,0.9737694,0.00005554098,0.00008705119,0.0002612877,0.000558168,0.0006159914,0.01812341,0.0001596206,0.000272222,0.005905049],"study_design_scores_gemma":[0.000001033275,0.00001200821,0.9992173,0.000002187285,0.000005523157,0.00001545626,0.0002715462,0.0002190164,0.00009553401,0.00005060971,0.0001075988,0.00000216719],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991868,0.00005862107,0.0001163816,0.00002596025,0.000001901546,0.000002781236,0.00006811925,0.000006557887,0.0005328464],"genre_scores_gemma":[0.9997674,0.00002707491,0.00003167984,0.00001312011,0.000001715372,0.000002175776,0.00006077454,0.000001894771,0.00009432075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01071736,"threshold_uncertainty_score":0.02130997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02276027878761064,"score_gpt":0.1817428763284524,"score_spread":0.1589825975408418,"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."}}