{"id":"W4295771357","doi":"10.1017/9781009106801.007","title":"Frontiers","year":2022,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Frontier; Appropriation; Climate change; Relation (database); Geography; Psychological resilience; Resistance (ecology); Politics; Power (physics); Political science; Political economy; Development economics; Economic geography; Sociology; Ecology; Law; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002366639,0.0002696546,0.000302851,0.0002394677,0.001232425,0.00009990986,0.000998451,0.0002021763,0.0001567201],"category_scores_gemma":[0.000004303495,0.0003709763,0.0002571619,0.00001152512,0.0006420301,0.00009955197,0.0004454455,0.0005005026,0.0000250602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008301039,"about_ca_system_score_gemma":0.0001897367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002700079,"about_ca_topic_score_gemma":0.00004582144,"domain_scores_codex":[0.9981846,0.0001235034,0.0001385218,0.0004931095,0.0006662052,0.0003940409],"domain_scores_gemma":[0.9991257,0.00002533581,0.000141476,0.0004462944,0.00005188488,0.0002093087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003190865,0.000005024537,0.000003229024,0.0000199045,0.0001291611,0.000219169,0.0008853201,0.000004047214,4.088609e-7,0.8088192,0.188565,0.001317552],"study_design_scores_gemma":[0.0002857852,0.00002459227,0.000004367449,0.00001989464,0.0001853311,7.580348e-7,0.000689256,0.000002422479,0.000002418542,0.00002632482,0.9983734,0.0003854003],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002149345,0.0001289441,0.0002659921,0.000179648,0.0006879533,0.0005951766,0.000189535,0.0002901978,0.9976411],"genre_scores_gemma":[0.0002814322,0.0001980917,0.0001044804,0.0001240148,0.0001641476,0.000001315124,0.0000454016,0.00004808972,0.999033],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8098084,"threshold_uncertainty_score":0.9998742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02199691614440937,"score_gpt":0.203859471271866,"score_spread":0.1818625551274566,"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."}}