{"id":"W2021373812","doi":"10.1130/g33106.1","title":"Lithologic and glacially conditioned controls on regional debris-flow sediment dynamics","year":2012,"lang":"en","type":"article","venue":"Geology","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Lithology; Debris flow; Archaeology; History; Humanities; Library science; Debris; Geology; Art; Oceanography; Computer science; Paleontology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001660575,0.00008881742,0.0001200901,0.00001704131,0.0001016904,0.000005931387,0.00006262895,0.0001425499,0.001683835],"category_scores_gemma":[0.00001521115,0.00006337554,0.00002742592,0.00003859988,0.0002408925,0.00005911223,0.00007248708,0.0001141637,0.0005139144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006971477,"about_ca_system_score_gemma":0.000004825521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003743029,"about_ca_topic_score_gemma":0.00005479397,"domain_scores_codex":[0.9992925,0.00005508827,0.0001078507,0.0001559794,0.000100898,0.0002877029],"domain_scores_gemma":[0.9997024,0.00004998042,0.00004532442,0.0001014053,0.000003769423,0.00009711469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000154459,0.0002190848,0.9646654,0.000004004341,0.00005433926,0.00003471352,0.0003263629,0.001219118,0.000417976,0.01530471,0.008914956,0.008684887],"study_design_scores_gemma":[0.001575269,0.0004330169,0.9349939,0.00000536779,0.00003668971,0.0002591423,0.00006116394,0.008267336,0.00004061257,0.006275466,0.04780712,0.0002448603],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825361,0.0001253609,0.0004611442,0.003154732,0.0002798319,0.0001340114,0.000005835494,0.00003216261,0.01327087],"genre_scores_gemma":[0.9962593,0.00005004092,0.0006316177,0.001832002,0.00007314187,0.00001187019,0.00003440223,0.000005224519,0.001102344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03889217,"threshold_uncertainty_score":0.9992288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007565541040112474,"score_gpt":0.2149806348837648,"score_spread":0.2074150938436524,"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."}}