{"id":"W2093091744","doi":"10.1086/677296","title":"Metabolism and the Rise of Fungus Cultivation by Ants","year":2014,"lang":"en","type":"article","venue":"The American Naturalist","topic":"Insect and Arachnid Ecology and Behavior","field":"Biochemistry, Genetics and Molecular Biology","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia; National Evolutionary Synthesis Center; National Science Foundation","keywords":"Biology; Fungus; Ant colony; Ecology; Context (archaeology); Hymenoptera; Botany; Ant colony optimization algorithms","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":[0.0001263214,0.0001613552,0.0001347674,0.0004182308,0.000360829,0.0006673154,0.0001442314,0.0003348802,0.0005907521],"category_scores_gemma":[0.0003855755,0.0001593111,0.0001366427,0.0002479401,0.0004197471,0.0003839751,0.000481655,0.0003454241,0.0001231879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002699101,"about_ca_system_score_gemma":0.0001038425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001082623,"about_ca_topic_score_gemma":0.002765908,"domain_scores_codex":[0.9999218,0.00001643275,0.00000418514,0.00003075342,0.00001069947,0.00001607514],"domain_scores_gemma":[0.9997248,0.00004350417,0.0001195458,0.00002448305,0.00002528425,0.00006240302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0009499723,0.00007495091,0.4075949,0.00007726848,0.00005319582,0.0004405584,0.001407553,0.001016478,0.5572393,0.001220569,0.0001819067,0.02974326],"study_design_scores_gemma":[0.000003939793,0.00007679803,0.9910731,0.000004910723,0.000007801199,0.0002903221,0.0001955095,0.0005975977,0.006688537,0.0003555097,0.0006977862,0.000008208744],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990257,0.000205159,0.0001980381,0.00003091898,8.824604e-7,0.000001027954,0.00003345799,0.000008475373,0.000496416],"genre_scores_gemma":[0.9991309,0.000134206,0.0004327336,0.00001416569,0.000002995156,0.000001525427,0.0000532479,0.00000569132,0.0002246567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001082623,"threshold_uncertainty_score":0.002152622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003673709079219998,"score_gpt":0.2362546424299556,"score_spread":0.2325809333507356,"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."}}