{"id":"W6921352655","doi":"10.7275/4168","title":"Guide to Green Planning and Regulation Practices in SuAsCo Watershed","year":2000,"lang":"en","type":"other","venue":"University of Massachusetts (UMass) Amherst","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Watershed; Strengths and weaknesses; Current (fluid); Work (physics); Watershed management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"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":[0.0005602263,0.0005562534,0.0008314978,0.002022573,0.0001331918,0.00005248471,0.0006761419,0.0006392539,0.003653331],"category_scores_gemma":[0.00007424201,0.0007005831,0.0001153588,0.0006575995,0.000270709,0.0004736914,0.0001542382,0.0004559669,0.0007976336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003581663,"about_ca_system_score_gemma":0.0001346433,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02862782,"about_ca_topic_score_gemma":0.02426467,"domain_scores_codex":[0.9970437,0.0003769774,0.0003608292,0.0009746075,0.0006565406,0.0005872892],"domain_scores_gemma":[0.9976059,0.000142134,0.001187516,0.0007369294,0.00005658772,0.0002709324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008211549,0.000154895,0.02900138,0.0002662498,0.0003415688,0.0003415598,0.004739927,0.0003651804,0.001300413,0.00004849239,0.9612595,0.001359676],"study_design_scores_gemma":[0.002095782,0.0001230913,0.01358295,0.0008805801,0.0002407789,0.00001139872,0.002815203,0.0001830747,0.00004413623,0.00001443064,0.979264,0.0007446109],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01029587,0.0003497564,0.0001129478,0.0009813249,0.0001034927,0.00106178,0.0005002977,0.0004645176,0.98613],"genre_scores_gemma":[0.02206023,0.00005656499,0.006116,0.00009266131,0.0001698712,0.000001203651,0.0005457913,0.0007733173,0.9701844],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01800446,"threshold_uncertainty_score":0.9999804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02266835258490999,"score_gpt":0.2616765735630784,"score_spread":0.2390082209781684,"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."}}