{"id":"W4405307381","doi":"10.3368/er.42.4.284","title":"Dam Good","year":2024,"lang":"en","type":"article","venue":"Ecological Restoration","topic":"Water resources management and optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stillwater (Canada)","funders":"","keywords":"Geography; Environmental science","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":[],"consensus_categories":[],"category_scores_codex":[0.00006300183,0.00004816803,0.00003775011,0.00004508596,0.00002424714,0.00009901811,0.00004045697,0.00004450274,0.0002354779],"category_scores_gemma":[0.000013795,0.0000388764,0.0000173533,0.0001179293,0.000006712381,0.0001419852,0.00001073327,0.0000561871,0.0004018973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004455302,"about_ca_system_score_gemma":0.000001805481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.369153e-7,"about_ca_topic_score_gemma":0.000004786658,"domain_scores_codex":[0.9997012,0.000009546388,0.00007422877,0.00007612304,0.00006009477,0.00007882288],"domain_scores_gemma":[0.999907,0.00001534302,0.000003601029,0.00004896156,0.000005443061,0.00001965198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007476361,0.00004655653,0.0008985349,0.000168172,0.00005055178,0.00006422783,0.0003850346,0.8329629,0.002435743,0.04625334,0.08307638,0.03365108],"study_design_scores_gemma":[0.00005249382,0.00005025683,0.006951035,0.00001037135,0.000008703776,6.738341e-7,0.000009347385,0.686972,0.000250491,0.00118491,0.3044122,0.00009754768],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6183158,0.000935789,0.1290226,0.0007309811,0.002521964,0.0004350997,0.000003335769,0.003926722,0.2441077],"genre_scores_gemma":[0.9978766,0.00003370905,0.0004951974,0.00002413964,0.0001281795,0.00001535973,0.00003025079,0.000007954606,0.001388642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3795608,"threshold_uncertainty_score":0.516571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01243423068720183,"score_gpt":0.2104470288292906,"score_spread":0.1980127981420888,"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."}}