{"id":"W4393251224","doi":"10.51952/9781529229745.fm001","title":"Front Matter","year":2024,"lang":"en","type":"paratext","venue":"Bristol University Press eBooks","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Bristol","keywords":"Front (military); Geology; Oceanography","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007709989,0.0002305435,0.0002853517,0.00008679899,0.0003731863,0.0001837569,0.0007171538,0.0004927494,0.006461241],"category_scores_gemma":[0.000003769336,0.0002508334,0.0001800741,0.00002123381,0.0003319392,0.0001365442,0.0002491451,0.0005183636,0.01952257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004126361,"about_ca_system_score_gemma":0.0003331315,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02284533,"about_ca_topic_score_gemma":0.000525186,"domain_scores_codex":[0.998577,0.0001330593,0.000118029,0.0004276811,0.0003674884,0.0003767589],"domain_scores_gemma":[0.9993587,0.00001801969,0.0001260936,0.0002921726,0.00007038751,0.0001346135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000177305,0.000004328901,0.000005503206,0.00007872093,0.00006064319,0.00008376065,0.003870605,0.000002438504,0.000004939791,0.004169491,0.9912338,0.0004680102],"study_design_scores_gemma":[0.0001059797,0.000008058578,0.00002507581,0.0001335972,0.00008446434,0.000001503112,0.0005489305,0.000001145984,0.00004910837,0.00006149039,0.9986812,0.0002994566],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002562163,0.0006345191,0.00006917098,0.0001731053,0.003125924,0.0002557246,0.0004841807,0.00007157162,0.9949296],"genre_scores_gemma":[0.001419045,0.0002472034,0.00006128289,0.0002212628,0.0008869814,8.897791e-7,0.00004534158,0.00002860739,0.9970894],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02232015,"threshold_uncertainty_score":0.9999944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01411095250336789,"score_gpt":0.2315642721014849,"score_spread":0.217453319598117,"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."}}