{"id":"W7008686338","doi":"","title":"COLLABORATIVE DECISION-MAKING FOR DROUGHT MANAGEMENT: IMPROVING MULTI-ACTOR APPROACHES","year":2019,"lang":"en","type":"other","venue":"Brock University Digital Repository (Brock University)","topic":"Water Resources and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Work (physics); Public policy; Water supply; Climate change","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"],"consensus_categories":[],"category_scores_codex":[0.000006149881,0.0004683339,0.000496494,0.0006185885,0.0008768634,0.0003988025,0.001279557,0.0005484595,0.00001561075],"category_scores_gemma":[0.00005558377,0.0005770295,0.000359512,0.0008031464,0.0002637408,0.001005196,0.0006083465,0.0002413965,0.00007008691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008904709,"about_ca_system_score_gemma":0.0002707006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005274882,"about_ca_topic_score_gemma":0.003017133,"domain_scores_codex":[0.9975476,0.000102282,0.0001971963,0.0009580124,0.0005559237,0.0006389401],"domain_scores_gemma":[0.9983056,0.0002129785,0.0006125434,0.0004752152,0.0001548024,0.0002389054],"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":[0.000760368,0.0004039902,0.003536405,0.0006095052,0.0008584833,0.0003394274,0.0008900473,0.0001401923,0.00009130779,0.002726754,0.9790946,0.01054898],"study_design_scores_gemma":[0.0008959491,0.00006135105,0.0001168397,0.0004501008,0.0001635514,0.000002356592,0.03993043,0.000008826746,0.000007798738,0.00001952641,0.9576848,0.0006584526],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006599782,0.000227813,0.01359991,0.000004896699,0.0007441652,0.001727396,0.0006035938,0.0004484771,0.9819838],"genre_scores_gemma":[0.003793796,0.0001120986,0.002532615,0.00001263646,0.0002710006,7.709762e-7,0.00003026984,0.0001720783,0.9930747],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03904038,"threshold_uncertainty_score":0.9996681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0157448926843662,"score_gpt":0.2147662415989869,"score_spread":0.1990213489146207,"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."}}