{"id":"W4416723132","doi":"10.1080/01650424.2025.2586102","title":"If you build it, will they come? Macroinvertebrate community recovery patterns in ‘successful’ agricultural restoration efforts","year":2025,"lang":"en","type":"article","venue":"Aquatic Insects","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; University of New Brunswick","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Restoration ecology; Agriculture; Invertebrate; Dam removal","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005361015,0.0002329201,0.0002815246,0.0001222293,0.0004409335,0.00008369461,0.000525961,0.0001668886,0.0009925442],"category_scores_gemma":[0.00009831945,0.0002059337,0.0000727517,0.0004038697,0.0001504628,0.0008103398,0.000476431,0.0004666741,0.0006614542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004885612,"about_ca_system_score_gemma":0.00002784687,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03555275,"about_ca_topic_score_gemma":0.1807245,"domain_scores_codex":[0.9981543,0.0004912202,0.0003542777,0.0003158862,0.0002303053,0.0004539969],"domain_scores_gemma":[0.9992092,0.0001580287,0.0001221862,0.0004174113,0.00001145874,0.00008172384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008346831,0.0003181452,0.9680488,0.00007377989,0.00003769706,0.00005732987,0.003464725,0.00285182,0.002664322,0.0002954672,0.02099045,0.001114056],"study_design_scores_gemma":[0.00165469,0.0003077807,0.9676506,0.0001679611,0.00004962751,0.000015972,0.00179752,0.01089683,0.003494079,0.01113585,0.002268552,0.0005605494],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875656,0.00001078399,0.0001588748,0.001281589,0.0005363022,0.0003715526,0.00001660342,0.00005313509,0.01000551],"genre_scores_gemma":[0.995179,0.00002730063,0.00008873248,0.003034779,0.0000199504,0.0000220388,0.0001119737,0.00000910667,0.001507106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1451717,"threshold_uncertainty_score":0.9999207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009805939344331533,"score_gpt":0.2118564613124748,"score_spread":0.2020505219681433,"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."}}