{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003358784,0.0001115875,0.0002011173,0.00001511009,0.00006842177,0.00003780518,0.0001514921,0.00005556347,0.000597763],"category_scores_gemma":[0.00004148812,0.0001019533,0.00002103633,0.0001943506,0.000193421,0.0001790096,0.00006603518,0.0001426508,0.00002124203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006429443,"about_ca_system_score_gemma":0.00001636451,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001343327,"about_ca_topic_score_gemma":0.1046318,"domain_scores_codex":[0.9991518,0.00007018653,0.0002819032,0.0001680064,0.0001486886,0.0001794308],"domain_scores_gemma":[0.9993892,0.0003140069,0.00005977252,0.0001921617,0.000005440157,0.00003940829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002663541,0.0001831505,0.8420246,0.002897757,0.00007962958,0.0002266362,0.03316321,0.006696136,0.004622132,0.03129004,0.05782636,0.02072404],"study_design_scores_gemma":[0.001338882,0.0002948517,0.7431794,0.004896912,0.0000504281,0.00005664309,0.01655071,0.1364155,0.001202102,0.01021214,0.08462074,0.001181725],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9607854,0.002184664,0.0001803923,0.00009428457,0.0001375481,0.0001309263,0.00004758262,0.00003292261,0.0364063],"genre_scores_gemma":[0.9973037,0.0001366408,0.0006929288,0.00001428256,0.0000206587,0.00001104856,0.000009264684,0.00001138416,0.001800062],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1297194,"threshold_uncertainty_score":0.9117064,"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."}}