{"id":"W4310672748","doi":"10.1002/ece3.9568","title":"A basic community dynamics experiment: Disentangling deterministic and stochastic processes in structuring ecological communities","year":2022,"lang":"en","type":"article","venue":"Ecology and Evolution","topic":"Plant and animal studies","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Structuring; Sorting; Ecology; Alternative stable state; Neutral theory of molecular evolution; Dynamics (music); Community structure; Selection (genetic algorithm); Statistical physics; Biology; Ecosystem; Computer science; Economics; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00131271,0.0003003746,0.0003425893,0.0002383255,0.0005445077,0.0002839077,0.0003985294,0.0005430559,0.001157649],"category_scores_gemma":[0.002317531,0.0002356873,0.0003195434,0.0001762062,0.0007814253,0.0007192183,0.0006896947,0.0007631847,0.00009160679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000318656,"about_ca_system_score_gemma":0.0003021723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007883541,"about_ca_topic_score_gemma":0.00165069,"domain_scores_codex":[0.9996554,0.0001267668,0.00002458926,0.0000988746,0.00004743412,0.00004706126],"domain_scores_gemma":[0.9965677,0.001853496,0.0003986093,0.0005071346,0.0001539363,0.0005190615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003381695,0.003622247,0.02845202,0.000242827,0.000123742,0.0001218566,0.0007661444,0.002867685,0.9446153,0.002456381,0.0002489593,0.01310116],"study_design_scores_gemma":[0.003072987,0.08246416,0.4871913,0.00007904552,0.0003683101,0.001009986,0.0007462147,0.06286539,0.3424331,0.01472587,0.004741853,0.0003018835],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968353,0.00001607332,0.002602407,0.00002985541,0.000004421849,0.00007435935,0.0001104731,0.00001682769,0.0003102609],"genre_scores_gemma":[0.9864053,0.00003143169,0.01259057,0.0001168082,0.00001010656,0.0002521827,0.0002062166,0.00001074209,0.000376551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00131271,"threshold_uncertainty_score":0.006942332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03405573449014494,"score_gpt":0.2223482853259771,"score_spread":0.1882925508358321,"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."}}