{"id":"W3005045896","doi":"10.1111/jfr3.12594","title":"A time of change","year":2020,"lang":"en","type":"article","venue":"Journal of Flood Risk Management","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01559041,0.001139541,0.001394386,0.001557452,0.01285141,0.02332472,0.003330796,0.01221896,0.06631158],"category_scores_gemma":[0.03181421,0.0004041392,0.001383902,0.001606875,0.02151269,0.02540507,0.01573024,0.02654112,0.02119789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01288157,"about_ca_system_score_gemma":0.01937428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007878996,"about_ca_topic_score_gemma":0.01019555,"domain_scores_codex":[0.9837182,0.005149276,0.0006975599,0.002724684,0.00428458,0.003425704],"domain_scores_gemma":[0.980495,0.003518358,0.0007534675,0.001967143,0.005008231,0.008257803],"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":[0.00008007579,0.00008059586,0.0005659824,0.0002722106,0.00002968835,0.0005323843,0.009614312,0.00009991135,0.0003513356,0.2738087,0.6691414,0.04542343],"study_design_scores_gemma":[0.000004935083,0.00001836298,0.0002067242,0.0001632065,0.000002518364,0.00009861324,0.004367027,0.00002820993,0.00003783194,0.01968158,0.9753774,0.00001356339],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004017037,0.0139893,0.003245822,0.8382424,0.05383771,0.00006442637,0.0004957201,0.0003274591,0.08578023],"genre_scores_gemma":[0.1371125,0.01399051,0.006207558,0.5860385,0.01867476,0.0002778068,0.000833277,0.0008941786,0.2359709],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06631158,"threshold_uncertainty_score":0.2218344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02216641254359258,"score_gpt":0.2314998841650654,"score_spread":0.2093334716214728,"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."}}