{"id":"W2045110274","doi":"10.1073/pnas.1408471111","title":"Collapse of an ecological network in Ancient Egypt","year":2014,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Wildlife Ecology and Conservation","field":"Environmental Science","cited_by":123,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Aridification; Ecology; Climate change; Ecosystem; Environmental change; Population; Predation; Global change; Geography; Apex predator; Biology","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":[0.0002601936,0.0001242297,0.0001968418,0.00227404,0.0007293414,0.000895616,0.0004599761,0.0003514358,0.001867293],"category_scores_gemma":[0.00131926,0.000184394,0.0001332002,0.002531799,0.001270114,0.0009915668,0.001161984,0.0002413973,0.0001352056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002224024,"about_ca_system_score_gemma":0.0005586674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05053511,"about_ca_topic_score_gemma":0.06576572,"domain_scores_codex":[0.9998807,0.000022281,0.000008926867,0.00003478175,0.00002495545,0.00002839529],"domain_scores_gemma":[0.9997515,0.00003436265,0.0001065068,0.0000268538,0.00004918328,0.00003154904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005519861,0.00003521795,0.8150206,0.0003527161,0.000335568,0.002909767,0.01620073,0.06043246,0.0150708,0.01683654,0.001846182,0.07040736],"study_design_scores_gemma":[0.00001598935,0.00003819632,0.9267578,0.0000712507,0.00008276544,0.001060175,0.007062853,0.04384961,0.00171718,0.009377043,0.009924029,0.00004311681],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972935,0.0001735955,0.0007005602,0.00008344793,0.000001276739,0.000002785651,0.0001719619,0.00002197201,0.001550823],"genre_scores_gemma":[0.9991091,0.00009804004,0.0003570429,0.000006835403,8.216227e-7,0.0000017747,0.0001914567,0.000003356733,0.0002314901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05053511,"threshold_uncertainty_score":0.1004819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02422206310410298,"score_gpt":0.2643671772167595,"score_spread":0.2401451141126565,"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."}}