{"id":"W2395844105","doi":"10.1016/j.erss.2016.05.002","title":"Book review","year":2016,"lang":"en","type":"article","venue":"Energy Research & Social Science","topic":"Global Energy Security and Policy","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geography; Soil map; Ecology; Soil water; Cartography; Physical geography; Environmental science; Soil science; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002448519,0.0001368748,0.0002045099,0.000183137,0.001192142,0.00008317507,0.001271451,0.00009468485,0.003573737],"category_scores_gemma":[0.001050898,0.00009094916,0.0001010597,0.002256656,0.002457162,0.0006085195,0.0004323616,0.0001872142,0.0006294761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003275819,"about_ca_system_score_gemma":0.0005535537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004702616,"about_ca_topic_score_gemma":0.00043125,"domain_scores_codex":[0.9958941,0.000396051,0.0002250391,0.0004967248,0.001733053,0.001254973],"domain_scores_gemma":[0.9985233,0.0001940216,0.00004886303,0.0003857696,0.0004603347,0.0003877003],"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":[0.000004435504,0.00001911567,0.000001024179,0.00001152695,0.00000302929,0.000007805217,0.00004518976,4.734173e-7,0.00260573,0.693422,0.2534565,0.05042315],"study_design_scores_gemma":[0.0001411198,0.00003930961,0.00009997207,0.0001888118,0.000002284445,0.000004582796,0.0000108108,0.000001829955,0.0035984,0.01052295,0.9852445,0.0001454772],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0002049096,0.05970008,0.00002110304,0.03913419,0.0002290701,0.00007222867,0.000007414653,0.000128179,0.9005028],"genre_scores_gemma":[0.5510303,0.1389377,0.0000697767,0.07801417,0.002967709,0.0002152742,0.000006951305,0.00006316503,0.2286949],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7317879,"threshold_uncertainty_score":0.9973371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05344650045732999,"score_gpt":0.4074938749388595,"score_spread":0.3540473744815295,"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."}}