{"id":"W7116958195","doi":"10.1201/9781003761259-17","title":"Floodplain hazard assessment: Application to forest land management in British Columbia, Canada","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Tree Root and Stability Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Floodplain; Hazard; Forest management; Ecosystem; Land use; Alluvial plain; Land management; Ecosystem management","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00006498984,0.0001486084,0.0002867711,0.00005900586,0.00004767191,0.00008872797,0.000136753,0.00009233561,0.0001069252],"category_scores_gemma":[0.000002709251,0.000260685,0.00003870738,0.00004812679,0.000009087875,0.00002137401,0.00009428593,0.0001590683,0.000006917797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006034143,"about_ca_system_score_gemma":0.00006648414,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7641467,"about_ca_topic_score_gemma":0.9999884,"domain_scores_codex":[0.9990569,0.0000031787,0.0002700737,0.0002733176,0.0001974417,0.0001991283],"domain_scores_gemma":[0.9996223,0.00003053694,0.00001588894,0.0002497754,0.00002838971,0.00005306054],"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":[0.000003774983,0.00003139874,0.2661826,0.004044197,0.0007354941,0.0001859423,0.00004245323,0.004634143,4.827818e-7,0.01341965,0.4533266,0.2573932],"study_design_scores_gemma":[0.0002545316,0.000009463513,0.3027861,0.0004504358,0.00003780526,9.655008e-7,0.00003222404,0.00099837,1.952455e-7,0.00154967,0.6934859,0.0003943654],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001520153,0.0003523785,0.002655727,0.0001336712,0.0002663565,0.0008965529,0.0001729711,0.0001420655,0.9938601],"genre_scores_gemma":[0.1564052,0.0003009426,0.001260139,0.0001586151,0.00008994853,0.0002585384,0.0002408577,0.00006157495,0.8412242],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2569989,"threshold_uncertainty_score":0.9999846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004226704834105966,"score_gpt":0.189730944416489,"score_spread":0.185504239582383,"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."}}