{"id":"W4404109215","doi":"10.69564/able.es.23015.goingwith","title":"Going with the flow","year":2023,"lang":"es","type":"article","venue":".able.","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Flow (mathematics); Mechanics; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002109106,0.0008899261,0.0006122176,0.001279189,0.007767343,0.01185178,0.001457557,0.005017623,0.1692164],"category_scores_gemma":[0.006720366,0.0003819063,0.0008662943,0.0009471216,0.006001083,0.01643824,0.00728117,0.006691533,0.04123957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003806877,"about_ca_system_score_gemma":0.006305087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007291694,"about_ca_topic_score_gemma":0.008894907,"domain_scores_codex":[0.998535,0.0003113725,0.00004497548,0.000318439,0.0003987488,0.0003913562],"domain_scores_gemma":[0.9983627,0.000296843,0.00009204814,0.0002486495,0.0004694799,0.0005302913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00008609642,0.00006318273,0.0009484386,0.0002118318,0.00001325198,0.0002543533,0.003214067,0.0001608677,0.0004544855,0.366018,0.5229748,0.1056006],"study_design_scores_gemma":[0.000007038721,0.00001621365,0.0002155191,0.000172461,0.000004188831,0.00006335515,0.0009756119,0.00006437703,0.0001041995,0.0303208,0.9680456,0.00001060301],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005640908,0.01316942,0.01104134,0.171042,0.03251046,0.0001369778,0.0007501232,0.001261311,0.7644475],"genre_scores_gemma":[0.09490974,0.01356638,0.007105788,0.05100694,0.009907318,0.0001659468,0.0009609519,0.001314398,0.8210626],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1692164,"threshold_uncertainty_score":0.5660851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008695918303176455,"score_gpt":0.2215689544572989,"score_spread":0.2128730361541224,"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."}}