{"id":"W4286799992","doi":"","title":"Specificity of damage to agriculture due to storms: first recommendations to produce flood damage functions","year":2019,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Tree Root and Stability Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cégep de Saint-Laurent","funders":"","keywords":"Flood myth; Storm; Environmental science; Agriculture; Computer science; Meteorology; Geography; Archaeology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001747707,0.0004142621,0.0005753403,0.000312473,0.000321425,0.0001824488,0.001043209,0.0002093079,0.0001444601],"category_scores_gemma":[0.001344179,0.000418287,0.0001954029,0.0009001528,0.00005297731,0.0001193245,0.001463742,0.0005916645,0.0002423481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002735399,"about_ca_system_score_gemma":0.00007688977,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000647174,"about_ca_topic_score_gemma":0.07967578,"domain_scores_codex":[0.9971285,0.0007188436,0.0006197341,0.0007873868,0.0003528629,0.0003926524],"domain_scores_gemma":[0.9947523,0.0006213445,0.0001435125,0.002495321,0.001694654,0.0002928263],"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":[0.00009656348,0.003367513,0.03785809,0.004094155,0.001205507,0.00001033551,0.1703689,0.1470034,0.02700137,0.01121032,0.5583634,0.03942052],"study_design_scores_gemma":[0.0007075554,0.000006552518,0.3736681,0.005056863,0.0001996741,0.000005513965,0.002648577,0.003609426,0.06744349,0.0004147961,0.5442057,0.002033732],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7553589,0.0004073664,0.167088,0.03941289,0.001537027,0.002669373,0.001355357,0.0007266757,0.03144446],"genre_scores_gemma":[0.9652886,0.00008705572,0.02479411,0.00006033913,0.0000816599,0.0002996064,0.0006266257,0.00007084942,0.008691126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.33581,"threshold_uncertainty_score":0.9998269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0136569779609696,"score_gpt":0.2135891743346768,"score_spread":0.1999321963737072,"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."}}