{"id":"W7028429536","doi":"","title":"Exploring and Predicting Plant-Arthropod Interactions: Hierarchical Modelling of Species Communities and Graph Neural Network Approaches","year":2023,"lang":"en","type":"dissertation","venue":"The Atrium (University of Guelph)","topic":"Libraries and Information Services","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Biodiversity; Ecological network; Extinction (optical mineralogy); Focus (optics); Graph; Ecosystem; Artificial neural network","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001432363,0.0001300081,0.0002534536,0.0001530919,0.000895814,0.0000985364,0.0002165621,0.00004184755,0.00008766136],"category_scores_gemma":[0.000002888799,0.0001161466,0.00007555127,0.0000666386,0.0003832167,0.001159096,0.000139307,0.0002780062,0.000001244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004882401,"about_ca_system_score_gemma":0.00001418378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002583107,"about_ca_topic_score_gemma":0.005213613,"domain_scores_codex":[0.9993923,0.00005630055,0.0001978531,0.00008357873,0.0001430112,0.0001269155],"domain_scores_gemma":[0.9991935,0.0002757061,0.0002952852,0.0001433708,0.00006416391,0.00002797865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003205216,0.00002142283,0.0004965414,0.001135592,0.0003055437,0.000001326211,0.8803461,0.005204559,0.00001163862,0.1097885,0.0005672315,0.001801019],"study_design_scores_gemma":[0.0001835346,0.00005413148,0.005468914,0.0002952727,0.0001210181,0.000001736055,0.9526451,0.03486805,0.000005027569,0.001564303,0.004653024,0.0001398987],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916359,0.000539628,0.00004130708,0.0002565464,0.0004424518,0.0001340389,0.0001180246,0.00005511295,0.006777013],"genre_scores_gemma":[0.994965,0.00235516,0.00008685972,0.00001154934,0.0002127241,7.67049e-7,0.0004998349,0.00001273585,0.001855419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1082242,"threshold_uncertainty_score":0.6889967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1948024078177756,"score_gpt":0.2128490540446019,"score_spread":0.01804664622682634,"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."}}