{"id":"W2763764831","doi":"10.1007/978-3-319-62683-3","title":"Yeasts in Natural Ecosystems: Diversity","year":2017,"lang":"en","type":"book","venue":"","topic":"Yeasts and Rust Fungi Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":152,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Invertebrate; Ecosystem; Diversity (politics); Ecology; Natural (archaeology); Aquatic ecosystem; Ecosystem diversity; Biology; Geography; Sociology; Archaeology; Anthropology","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":[0.0003112475,0.0008270008,0.0008003463,0.001273296,0.000450421,0.00274427,0.0008525578,0.001001118,0.009505465],"category_scores_gemma":[0.0003529033,0.0003068846,0.0003478274,0.002044629,0.001421331,0.004254623,0.001666263,0.001733312,0.005414984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007275511,"about_ca_system_score_gemma":0.0005009701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005793002,"about_ca_topic_score_gemma":0.002081936,"domain_scores_codex":[0.9998184,0.00002064769,0.00001051185,0.00003628735,0.0001008223,0.00001341571],"domain_scores_gemma":[0.9998751,0.0000543565,0.000009008799,0.00001248798,0.00002285812,0.00002615571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005754325,0.00004403238,0.0002430381,0.001091396,0.00002019502,0.0001514736,0.0003639604,0.0005080327,0.006895122,0.1299178,0.1823361,0.6783714],"study_design_scores_gemma":[0.000004036409,0.00001341087,0.0002738511,0.0002444394,0.000005302866,0.0003509543,0.00007878197,0.00007075015,0.0005073006,0.02903462,0.9694103,0.000006163118],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.001330644,0.8455805,0.006734061,0.006057388,0.006252544,0.00002264432,0.0001876877,0.0001775255,0.133657],"genre_scores_gemma":[0.01583568,0.6927966,0.01219104,0.004710171,0.007208724,0.00008415374,0.0004832153,0.0001647196,0.2665257],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.009505465,"threshold_uncertainty_score":0.0317989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01059047918066687,"score_gpt":0.227735935908744,"score_spread":0.2171454567280771,"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."}}