{"id":"W2155014978","doi":"10.1016/j.ecocom.2005.08.001","title":"A community ecology perspective on variability in complex systems: The effects of hierarchy and integration","year":2006,"lang":"en","type":"article","venue":"Ecological Complexity","topic":"Ecosystem dynamics and resilience","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Ecology; Hierarchy; Abundance (ecology); Community; Range (aeronautics); Habitat; Community structure; Natural (archaeology); Microcosm; Geography; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00147499,0.0001153165,0.0002537933,0.00002460639,0.0002708366,0.00001767474,0.0002775737,0.00007381393,0.0001334872],"category_scores_gemma":[0.0005578705,0.00006882926,0.0000322214,0.000183388,0.0009643447,0.00004316309,0.0002639099,0.0003750564,0.00001193677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004317283,"about_ca_system_score_gemma":0.000006773492,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009453441,"about_ca_topic_score_gemma":0.02394826,"domain_scores_codex":[0.9970389,0.002143641,0.0002653152,0.0002243843,0.0001333205,0.0001944466],"domain_scores_gemma":[0.9975693,0.00200819,0.0001116416,0.0002598098,0.00001681122,0.00003427973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001920112,0.003133917,0.5574032,0.000129158,0.00001175045,0.00001227015,0.001051109,0.002769393,0.005714504,0.428781,0.0004207442,0.0003809892],"study_design_scores_gemma":[0.0002444648,0.0006448777,0.9100035,0.00001057654,0.000003343124,0.000003955167,0.0003471776,0.0257823,0.00002827911,0.0628395,0.00002246468,0.00006958209],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983174,0.00000877551,0.0002772181,0.0003007996,0.00007092559,0.000669549,0.000009038026,0.00001692305,0.01547274],"genre_scores_gemma":[0.9996555,0.000002394087,0.0001699608,0.00008404691,0.00001040782,0.00004304498,0.000005446045,0.000002954768,0.00002620294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3659415,"threshold_uncertainty_score":0.9971427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01809706073953528,"score_gpt":0.2515422874716149,"score_spread":0.2334452267320797,"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."}}