{"id":"W2947355813","doi":"10.1002/ecy.2759","title":"Analyzing community structure subject to incomplete sampling: hierarchical community model vs. canonical ordinations","year":2019,"lang":"en","type":"article","venue":"Ecology","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Université de Sherbrooke","funders":"","keywords":"Abundance (ecology); Sampling (signal processing); Statistics; Relative species abundance; Community structure; Mathematics; Ecology; Biology; Computer science","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":[0.01770842,0.0008085461,0.001099617,0.001859854,0.0007466122,0.00112949,0.001449647,0.0007229952,0.0005533785],"category_scores_gemma":[0.03251916,0.0006084614,0.00159453,0.001428222,0.001411378,0.001974985,0.001719007,0.001028055,0.0001366368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001487118,"about_ca_system_score_gemma":0.001852991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01759933,"about_ca_topic_score_gemma":0.01784932,"domain_scores_codex":[0.992272,0.006243745,0.0001843515,0.0007337489,0.0003846102,0.0001815958],"domain_scores_gemma":[0.9724686,0.01941864,0.002375766,0.003250258,0.00179318,0.0006936049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000278408,0.00009806726,0.02686576,0.0001128988,0.0003619222,0.00004733945,0.0002754604,0.9261159,0.0009941938,0.008743421,0.0003686447,0.03573791],"study_design_scores_gemma":[0.000004487846,0.00002232832,0.0009176816,0.000003476675,0.000005268013,0.000005108135,0.00001626809,0.9964482,0.0001047605,0.002429242,0.00003633016,0.000006900742],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3895589,0.0002946401,0.6086577,0.0002409391,0.00002506074,0.0001143673,0.000205793,0.0003197866,0.0005828895],"genre_scores_gemma":[0.8366798,0.0000771509,0.1625508,0.00004427738,0.00002161442,0.00009254613,0.000229566,0.00004440954,0.0002597286],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01770842,"threshold_uncertainty_score":0.09365219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05470617681212116,"score_gpt":0.3024237873993585,"score_spread":0.2477176105872373,"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."}}