{"id":"W3152019354","doi":"10.1017/9781108649018","title":"Quantitative Analysis of Ecological Networks","year":2021,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Northern British Columbia","funders":"","keywords":"Ecological network; Pairwise comparison; Computer science; Ecology; Network analysis; Data science; Social network analysis; Management science; Geography; Artificial intelligence; Ecosystem; Engineering; Biology; World Wide Web","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":[0.001516761,0.0006118116,0.0004866307,0.002952145,0.0005331826,0.002796526,0.0006043409,0.0005117643,0.01335418],"category_scores_gemma":[0.007271781,0.0002692832,0.0005638166,0.002594391,0.001533784,0.002850209,0.0008362653,0.001061386,0.002020491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00148875,"about_ca_system_score_gemma":0.0006988608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001077355,"about_ca_topic_score_gemma":0.0007988552,"domain_scores_codex":[0.9987273,0.0004173548,0.00005007558,0.0002422993,0.0005077457,0.00005516752],"domain_scores_gemma":[0.9976389,0.001516602,0.0002212826,0.0002238372,0.0003309687,0.0000683319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005365211,0.000007713786,0.0004230078,0.0002215348,0.00002802668,0.00004380998,0.0001911464,0.009177211,0.0007979661,0.9251201,0.01398237,0.05000176],"study_design_scores_gemma":[0.000002161584,0.000009169363,0.001093521,0.00008243325,0.00000919894,0.0001452255,0.000129759,0.02650907,0.0003387863,0.8979146,0.07375269,0.00001318604],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0109919,0.01349001,0.8020602,0.003845433,0.0006757079,0.0001486861,0.00303956,0.0007276648,0.1650209],"genre_scores_gemma":[0.4016419,0.01763215,0.4873733,0.001522208,0.001242886,0.0007140696,0.003757617,0.0006622989,0.08545359],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01335418,"threshold_uncertainty_score":0.04467422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0531384848963263,"score_gpt":0.2012335942797253,"score_spread":0.148095109383399,"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."}}