{"id":"W7116860800","doi":"10.1201/9781003761259-33","title":"Quantitative prediction model for landslide hazardmapping: Tsitika and Schmidt Creek Watersheds, Northern Vancouver Island, British Columbia, Canada","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Landslide; Hazard; Terrain; Hazard analysis; Landslide classification; Natural hazard","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":[0.0002515907,0.0007460563,0.0004559683,0.0004072925,0.0009654404,0.001162405,0.001491396,0.000613388,0.007906331],"category_scores_gemma":[0.0006353102,0.0002657089,0.0002036416,0.0009153312,0.0004002172,0.0003692595,0.0004856669,0.0006544895,0.0008240741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007090132,"about_ca_system_score_gemma":0.005614593,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9081644,"about_ca_topic_score_gemma":0.9053567,"domain_scores_codex":[0.9998982,0.00001462546,0.000004182918,0.00002126211,0.0000370698,0.00002468966],"domain_scores_gemma":[0.9998254,0.00004386481,0.00001009764,0.000004905198,0.0001049186,0.00001076804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003201332,0.00002333396,0.003320739,0.00006722018,0.00001267685,0.0001022801,0.00005610969,0.9407231,0.0005019383,0.006294624,0.01174837,0.0371176],"study_design_scores_gemma":[0.00000307153,0.000004218174,0.0008100758,0.000008210157,0.000003982918,0.000009936602,0.00003883891,0.9942316,0.00009579528,0.001215482,0.003573341,0.000005408644],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2545026,0.006419472,0.5162458,0.003195812,0.0003543031,0.0005646817,0.01581159,0.003480151,0.1994256],"genre_scores_gemma":[0.8541536,0.002610059,0.03222792,0.0001407727,0.00004641826,0.0003060843,0.004951747,0.0001899365,0.1053734],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09183556,"threshold_uncertainty_score":0.1847528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007304353478735615,"score_gpt":0.1833757123724354,"score_spread":0.1760713588936998,"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."}}