{"id":"W2285577732","doi":"","title":"Punching above our weight : SAWEF","year":2012,"lang":"en","type":"article","venue":"Without Prejudice","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Globe; General partnership; Nexus (standard); Political science; Order (exchange); Library science; Media studies; Economic history; Management; Sociology; Law; History; Engineering; Business; Economics; Medicine","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":[0.001246928,0.0001516765,0.0001700484,0.00008302677,0.0006564892,0.0001758689,0.0004166748,0.00007976621,0.0002011042],"category_scores_gemma":[0.00005955227,0.0001413078,0.00007648534,0.0002524713,0.00009851267,0.0005938773,0.00009047957,0.000191585,0.0006546083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001353964,"about_ca_system_score_gemma":0.00005240201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001770586,"about_ca_topic_score_gemma":0.0007560283,"domain_scores_codex":[0.9979503,0.0002712158,0.0001914557,0.0002351249,0.0005911713,0.000760788],"domain_scores_gemma":[0.9992806,0.00003064303,0.00007787723,0.0002919543,0.00003513047,0.0002837338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000498201,0.0003240379,0.6995535,0.0000660996,0.0001799799,0.000008536249,0.202657,0.00003229517,0.0003482107,0.05820692,0.01753163,0.02104198],"study_design_scores_gemma":[0.0002697957,0.00001386317,0.02602337,0.00002646605,0.00004672255,0.000001298898,0.005046307,0.00001002838,0.0000918115,0.0004846973,0.9677596,0.0002260112],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3451501,0.0007271289,0.003640817,0.01151965,0.001882931,0.0008254533,0.000007595536,0.0006670971,0.6355792],"genre_scores_gemma":[0.9868742,0.00002856567,0.001395598,0.0007236844,0.001206892,0.00002860048,0.000002833178,0.00002645469,0.009713148],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.950228,"threshold_uncertainty_score":0.8413883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0248426787043752,"score_gpt":0.317175342719785,"score_spread":0.2923326640154098,"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."}}