{"id":"W4394934796","doi":"10.1002/ecs2.4836","title":"Contrasting resistance and resilience trajectories of zooplankton communities in restored fishless alpine lakes","year":2024,"lang":"en","type":"article","venue":"Ecosphere","topic":"Aquatic Ecosystems and Phytoplankton Dynamics","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Zooplankton; Resistance (ecology); Resilience (materials science); Ecology; Environmental science; Biology; 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":[0.0002587968,0.0001871327,0.0001751253,0.0007114025,0.0004287858,0.000530957,0.0002219761,0.0002321012,0.0006160341],"category_scores_gemma":[0.0006842284,0.0001043048,0.0002280761,0.0003244346,0.0004529026,0.0003691867,0.0007527156,0.0001616729,0.00006135021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005848012,"about_ca_system_score_gemma":0.0002491822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01125189,"about_ca_topic_score_gemma":0.01575153,"domain_scores_codex":[0.9998946,0.00001676946,0.00001181228,0.00003525717,0.0000152037,0.000026345],"domain_scores_gemma":[0.9995958,0.00002890433,0.0001806659,0.00002871826,0.00007699314,0.00008895608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003301993,0.0000720143,0.9465652,0.00004842877,0.0001017434,0.0002249944,0.002610975,0.001119776,0.04327989,0.0001041899,0.00006843426,0.005474308],"study_design_scores_gemma":[0.000001512324,0.00006859764,0.9984566,0.000002072981,0.000006106681,0.00002809799,0.0004794108,0.0005710379,0.0002977155,0.00001929201,0.0000664359,0.000003201914],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9999208,0.000008109037,0.00001885649,0.000003021086,1.770037e-7,9.638571e-7,0.00002259242,0.000001490115,0.0000239247],"genre_scores_gemma":[0.9998374,0.000008105268,0.00004041557,0.000002853603,5.897234e-7,0.000002220125,0.00006551061,5.352156e-7,0.00004233973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01125189,"threshold_uncertainty_score":0.02237278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006983338070577945,"score_gpt":0.2125174676532946,"score_spread":0.2055341295827167,"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."}}