{"id":"W3022342279","doi":"","title":"Flood frequency and magnitude changes induced by climate change scenarios in coastal British Columbia","year":2003,"lang":"en","type":"article","venue":"EAEJA","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Magnitude (astronomy); Flood myth; Climate change; Climatology; Geography; Environmental science; Physical geography; Meteorology; Hydrology (agriculture); Oceanography; Geology; Archaeology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002332821,0.0001051068,0.0001375814,0.00002099646,0.0001178178,0.0001768819,0.0001136739,0.00006057487,0.001676279],"category_scores_gemma":[0.00001295683,0.000153513,0.00001692936,0.000172014,0.00006288114,0.0002349729,0.0001645716,0.0001132652,0.00009041397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005019562,"about_ca_system_score_gemma":0.000003409672,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06029809,"about_ca_topic_score_gemma":0.6708892,"domain_scores_codex":[0.9988759,0.00005940862,0.0001321243,0.0003334258,0.0002060626,0.0003931462],"domain_scores_gemma":[0.9997156,0.000009530794,0.00004551593,0.0001378896,0.000003005841,0.00008844989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002744161,0.0002747597,0.9572713,0.00002639301,0.000009845641,0.00006728145,0.000528507,0.000001320165,0.005693505,0.00008775132,0.006190749,0.02984585],"study_design_scores_gemma":[0.001276897,0.0002173336,0.9831254,0.0000500066,0.00001976521,0.0000115187,0.0004788605,0.00006558392,0.0001736204,0.0003406505,0.01384159,0.0003987034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815832,0.0002049167,0.000004927536,0.0002213674,0.0001199188,0.0004691042,0.00002230102,0.00003804474,0.01733619],"genre_scores_gemma":[0.9975088,0.0006102134,0.0006360374,0.0004188009,0.00002074197,0.0001092953,0.00001588327,0.00001685064,0.0006633364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6105911,"threshold_uncertainty_score":0.9992363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.011758624720754,"score_gpt":0.2155814705350027,"score_spread":0.2038228458142487,"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."}}