{"id":"W4400055892","doi":"10.1111/ele.14463","title":"Studying interactions among anthropogenic stressors in freshwater ecosystems: A systematic review of 2396 multiple‐stressor experiments","year":2024,"lang":"en","type":"review","venue":"Ecology Letters","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto; University of Manitoba; University of Alberta","funders":"British Ecological Society; Natural Environment Research Council; Sight Research UK; Ecological Society of America","keywords":"Stressor; Freshwater ecosystem; Ecology; Ecosystem; Environmental resource management; Psychology; Biology; Environmental science; Neuroscience","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006623108,0.0005594403,0.002928322,0.0003365224,0.0001337263,0.00001892866,0.0006133489,0.0001940933,0.002358953],"category_scores_gemma":[0.0002213304,0.0004269212,0.00050374,0.0004396676,0.0003950207,0.0001830739,0.0008982353,0.0005314168,0.001177439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000753316,"about_ca_system_score_gemma":0.00001392427,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000231715,"about_ca_topic_score_gemma":0.03673599,"domain_scores_codex":[0.9959332,0.000896511,0.001657842,0.0007622131,0.0002284641,0.0005217307],"domain_scores_gemma":[0.9981009,0.000448967,0.0008239573,0.00056335,0.000007574173,0.00005523679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000002147198,0.0002018323,0.01417577,0.9186561,0.001413396,0.0002060988,0.0002578081,0.0000109621,0.000001287845,0.000001788716,0.06491961,0.0001532304],"study_design_scores_gemma":[0.0003958745,0.00009124728,0.001307674,0.9229705,0.00762512,0.00003277613,0.000412435,0.00006979119,0.000002238014,0.000003753402,0.066262,0.0008266143],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003630315,0.98931,0.000002681991,0.000371759,0.001361313,0.004893189,0.00005751811,0.00006152532,0.0003116502],"genre_scores_gemma":[0.001395267,0.9947438,0.00004018241,0.00068355,0.00003283695,0.002553099,0.00006914002,0.00005567362,0.0004264864],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03650427,"threshold_uncertainty_score":0.9998183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03019682768187448,"score_gpt":0.3119090114494881,"score_spread":0.2817121837676136,"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."}}