{"id":"W6907701623","doi":"10.23688/6yct-b503","title":"Global Water Futures Equity, Diversity, and Inclusion Field Research Protocol","year":2023,"lang":"en","type":"report","venue":"University Library (University of Saskatchewan)","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Futures contract; Protocol (science); Field (mathematics); Inclusion (mineral); Field research","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001991355,0.0003521568,0.0005884857,0.0008829134,0.01761946,0.0001238225,0.002930283,0.0008098274,0.001583949],"category_scores_gemma":[0.00003234944,0.0004092894,0.0003025394,0.001138164,0.001655935,0.001406275,0.1124721,0.0007463386,0.0000639486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009030407,"about_ca_system_score_gemma":0.001653878,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1633904,"about_ca_topic_score_gemma":0.09695381,"domain_scores_codex":[0.9939319,0.0008145574,0.0002019444,0.0008802764,0.003226577,0.0009447699],"domain_scores_gemma":[0.9982731,0.0001908715,0.0001879323,0.0005576566,0.0003467222,0.0004437481],"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":[0.001052165,0.000316878,0.0580001,0.00228104,0.0005712077,0.002093864,0.740739,0.00001698112,0.00001045208,0.001112685,0.1744733,0.01933235],"study_design_scores_gemma":[0.0007877429,0.0001739075,0.003263832,0.0002316694,0.0001057834,0.000001956218,0.2077696,0.000002615247,0.00001799336,0.003923576,0.783327,0.0003942411],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1808831,0.00006789132,0.0002250667,0.02696934,0.00115214,0.05066412,0.001025701,0.001677451,0.7373352],"genre_scores_gemma":[0.6179035,0.0008824657,0.0006619536,0.0001588127,0.0006254405,0.00001599476,0.0002355926,0.00007799514,0.3794383],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6088538,"threshold_uncertainty_score":0.9998359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08937431911070019,"score_gpt":0.3393377191362685,"score_spread":0.2499634000255683,"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."}}