{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009826439,0.0004733421,0.0003109995,0.0006571215,0.004969785,0.002976534,0.0005358775,0.00145279,0.1878577],"category_scores_gemma":[0.001757365,0.00035484,0.0003199863,0.0004990805,0.0008488864,0.001427938,0.002268021,0.001756061,0.03338509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002403238,"about_ca_system_score_gemma":0.006130728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03435308,"about_ca_topic_score_gemma":0.1603252,"domain_scores_codex":[0.9991964,0.00007305507,0.00002224561,0.000158747,0.0003445511,0.0002049971],"domain_scores_gemma":[0.9994009,0.00004756191,0.00002222775,0.00006983891,0.0003090499,0.0001504654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00005950494,0.0000486987,0.001467621,0.00005680785,0.000006266633,0.0001524383,0.0006398803,0.0002111123,0.000354938,0.08551699,0.819806,0.09167965],"study_design_scores_gemma":[0.000003703693,0.00001080358,0.0004948314,0.00001622937,0.000001624208,0.00003020934,0.0001308997,0.00004765477,0.0001097826,0.001401346,0.9977489,0.0000039059],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007422565,0.001299269,0.004474126,0.01463701,0.003376555,0.000181796,0.002650933,0.0007263265,0.9652314],"genre_scores_gemma":[0.02203019,0.0004929669,0.002287767,0.002295534,0.0001163315,0.00006277048,0.001020809,0.0001563886,0.9715374],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1878577,"threshold_uncertainty_score":0,"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."}}