{"id":"W1584415241","doi":"10.22230/jem.2013v14n1a193","title":"Climate Biomonitoring with Lichens in British Columbia’s Inland Temperate Rainforest","year":2013,"lang":"en","type":"article","venue":"Journal of Ecosystems and Management","topic":"Lichen and fungal ecology","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"University of Northern British Columbia","keywords":"Lichen; Temperate rainforest; Rainforest; Arboreal locomotion; Climate change; Biomonitoring; Temperate climate; Ecology; Geography; Ecosystem; Environmental science; Biology; Habitat","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0003760827,0.0002516173,0.0001756977,0.00099091,0.001614324,0.000736993,0.0003189101,0.0001681941,0.0007817887],"category_scores_gemma":[0.0006916812,0.0001436641,0.0001108913,0.002043283,0.0002563254,0.0002283803,0.0004781067,0.0002948272,0.0001075975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002727175,"about_ca_system_score_gemma":0.002033874,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8168232,"about_ca_topic_score_gemma":0.9637659,"domain_scores_codex":[0.9996554,0.00005867771,0.00002225798,0.00007071898,0.0001107705,0.00008209571],"domain_scores_gemma":[0.99945,0.00005004209,0.00008972007,0.00003800262,0.00028104,0.00009114356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001037913,0.00008008238,0.9611025,0.0000401821,0.00003287813,0.00009453792,0.0009137375,0.0004263827,0.01862914,0.0000327207,0.0002791524,0.01826504],"study_design_scores_gemma":[0.000002539229,0.00002421165,0.9972875,0.000007585091,0.00001029384,0.00002511829,0.0004971444,0.0001859101,0.001326598,0.00001090383,0.000617946,0.000004091756],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997501,0.0001491542,0.0001959138,0.00002139573,0.000001411414,0.00003247977,0.0005038229,0.00000840021,0.001586354],"genre_scores_gemma":[0.9963802,0.0002329609,0.001415944,0.00006162991,0.000001936295,0.0000469064,0.0006429509,0.000005649379,0.001211949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1831768,"threshold_uncertainty_score":0.368511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006555542520185912,"score_gpt":0.1756358725900013,"score_spread":0.1690803300698154,"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."}}