{"id":"W7164909821","doi":"10.1080/17153379.2019.12559515","title":"Island Rivers: Fresh Water and Place in Oceania. Asia-Pacific Environment Monographs, No. 13.","year":2019,"lang":"en","type":"article","venue":"Pacific Affairs","topic":"Pacific and Southeast Asian Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Fresh water; Hydrology (agriculture); Water supply; Water quality","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000635411,0.0002562234,0.0003579986,0.0001673097,0.0003652063,0.0000928895,0.0001991055,0.0001734796,0.0008839199],"category_scores_gemma":[0.00002714137,0.0002073856,0.00009177549,0.0001681955,0.0005857178,0.000237169,0.000105575,0.0002289843,0.002044014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001039783,"about_ca_system_score_gemma":0.00003171307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001235651,"about_ca_topic_score_gemma":0.000469101,"domain_scores_codex":[0.9978431,0.0002045192,0.0002660873,0.0005379625,0.0004384332,0.000709865],"domain_scores_gemma":[0.9993428,0.00008095011,0.0000651475,0.0002988351,0.00003023267,0.0001820195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003047216,0.000327582,0.3739881,0.00009446185,0.0002030935,0.00007338321,0.5884005,0.00004615673,0.0004045469,0.00327786,0.03049481,0.002384808],"study_design_scores_gemma":[0.0007302706,0.00006502636,0.001388049,0.00003410031,0.00001619239,0.000001782984,0.8444539,0.00007429935,0.00003054191,0.0006276694,0.1522162,0.0003619253],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07965945,0.0005787442,0.00002841521,0.0005718852,0.0004448506,0.0005317324,0.00006323242,0.00008052021,0.9180412],"genre_scores_gemma":[0.9836419,0.0007305825,0.000147331,0.000004433423,0.0001123399,0.00001952768,0.00001919719,0.00002123409,0.01530348],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9039824,"threshold_uncertainty_score":0.998733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006922002529465566,"score_gpt":0.2053189287740542,"score_spread":0.1983969262445886,"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."}}