{"id":"W2773043996","doi":"10.1111/rec.12649","title":"Does restoration work? It depends on how we measure success","year":2017,"lang":"en","type":"article","venue":"Restoration Ecology","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; Government of Newfoundland and Labrador; Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada; Parks Canada","keywords":"Culvert; Environmental science; Fish <Actinopterygii>; Transponder (aeronautics); Habitat; Computer science; Fishery; Ecology; Geography; Geology; Meteorology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0003763642,0.0001461339,0.0001596388,0.00004650957,0.0008458156,0.00009730456,0.0003984763,0.0002578287,0.00175602],"category_scores_gemma":[0.0001667426,0.0001039932,0.00003597216,0.00007520044,0.0002823559,0.000800283,0.00004511561,0.0001982569,0.0006332127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001206579,"about_ca_system_score_gemma":0.00003016002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004131313,"about_ca_topic_score_gemma":0.007278228,"domain_scores_codex":[0.9988567,0.0001077861,0.0001692551,0.0003676936,0.0002456925,0.0002528891],"domain_scores_gemma":[0.9991514,0.00006111529,0.0002214043,0.000463905,0.00002065291,0.00008151474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002819573,0.000198756,0.9656107,0.00001491011,0.00002517567,0.00005213539,0.0005312174,0.002507091,0.002341965,0.000611871,0.02007231,0.007751917],"study_design_scores_gemma":[0.0006662152,0.0003188045,0.8478026,0.00001830515,0.00003095064,0.000003341885,0.00003963003,0.0002233954,0.003449403,0.0009638054,0.1461972,0.0002863754],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9221825,0.0000198209,0.000568472,0.06498174,0.001130628,0.0002628835,0.000004441902,0.00007506573,0.01077443],"genre_scores_gemma":[0.9952821,0.00005687046,0.0001086268,0.0006585123,0.000124329,0.00005015998,0.0000253968,0.00001142914,0.003682608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1261249,"threshold_uncertainty_score":0.9991565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02138247641030795,"score_gpt":0.2556419322879644,"score_spread":0.2342594558776565,"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."}}