{"id":"W4414336584","doi":"10.1080/07011784.2025.2559600","title":"The Canadian Global Water Futures programme – creation, foundation, and operation","year":2025,"lang":"en","type":"article","venue":"Canadian Water Resources Journal / Revue canadienne des ressources hydriques","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Global Institute for Water Security","funders":"Global Water Futures; Canada First Research Excellence Fund","keywords":"Futures contract; Excellence; Core (optical fiber); Water supply","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.004542584,0.0003564882,0.0003657268,0.001111012,0.01031839,0.009274034,0.001377055,0.0002378646,0.0002644423],"category_scores_gemma":[0.001083788,0.0001940661,0.0001381729,0.0008353321,0.0009333601,0.0008860251,0.0001256642,0.0005039825,0.00008736639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002791806,"about_ca_system_score_gemma":0.0002285523,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6978773,"about_ca_topic_score_gemma":0.9995378,"domain_scores_codex":[0.9950749,0.0007808449,0.0009870887,0.0006479616,0.0005365013,0.001972687],"domain_scores_gemma":[0.9946051,0.000193792,0.0001464356,0.0006380671,0.002084501,0.002332059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004441765,0.00003919024,0.06151034,0.00009200456,0.0004875808,0.0009568732,0.6018896,0.001967134,0.0006843222,0.002755366,0.006200922,0.3229726],"study_design_scores_gemma":[0.0002717292,0.0001574279,0.006812051,0.00007228579,0.00002362262,0.0003997714,0.005434838,0.001252541,0.00058546,0.03810583,0.9466111,0.0002733434],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.950685,0.001103616,0.0001105495,0.03580044,0.0005814621,0.000502986,0.00005264686,0.00002855973,0.01113471],"genre_scores_gemma":[0.9836981,0.0001244344,0.0000925918,0.0007293898,0.0005885338,0.00006118797,0.00006340117,0.00002356519,0.01461881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9404102,"threshold_uncertainty_score":0.9917544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03037830007804763,"score_gpt":0.3212741676905458,"score_spread":0.2908958676124982,"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."}}