{"id":"W2414866367","doi":"10.2166/wst.2001.0538","title":"Towards integrated catchment management, Whaingaroa, New Zealand","year":2001,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Context (archaeology); Empowerment; Environmental planning; Business; Politics; Environmental resource management; Agriculture; Government (linguistics); Sustainable development; Resource (disambiguation); Political science; Geography; Economic growth; Economics; Ecology; Archaeology; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.0004561403,0.0001644469,0.0001577683,0.0001392078,0.0003776065,0.000126135,0.0009563963,0.0001078162,0.0002982231],"category_scores_gemma":[0.00002219537,0.00005025126,0.00003952523,0.002096346,0.0004857894,0.000271854,0.0004326867,0.0001403407,0.0001071733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001537143,"about_ca_system_score_gemma":0.00003254287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005767056,"about_ca_topic_score_gemma":0.0002324053,"domain_scores_codex":[0.9982343,0.00001602049,0.0002078131,0.0005164436,0.0002838361,0.0007415573],"domain_scores_gemma":[0.9996055,0.000006343688,0.00003262331,0.0001355332,0.00008972558,0.0001302658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002608919,0.00008953994,0.08493747,0.000003154499,0.00001007503,0.00007433721,0.0004341746,0.000002568849,0.1401908,0.002044161,0.003740676,0.768447],"study_design_scores_gemma":[0.0003227564,0.0003181349,0.1044035,0.00001990187,0.00001128035,0.00005714504,0.002716201,0.00005069683,0.1678003,0.04657037,0.6772134,0.0005163234],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9700187,0.00002314392,0.0000555127,0.02507029,0.0001801263,0.0002474356,8.849746e-7,0.0003176555,0.004086202],"genre_scores_gemma":[0.9828427,0.00005381619,0.0004705832,0.0002115723,0.00003487897,0.0000196724,0.00001191575,6.809979e-7,0.0163542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7679306,"threshold_uncertainty_score":0.3265334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01034051980477054,"score_gpt":0.2187110168408292,"score_spread":0.2083704970360586,"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."}}