{"id":"W7132062691","doi":"","title":"DEBRIS FLOW MODELS IN THE VALEMOUNT AREA , BRITISH COLUMBIA","year":2023,"lang":"en","type":"other","venue":"CNR ExploRA","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Channelized; Debris flow; Debris; Landslide; Digital elevation model; Channel (broadcasting); Flow (mathematics); Hydrology (agriculture)","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006708255,0.0004149483,0.0007150589,0.0002760722,0.0001131426,0.0009261756,0.001222082,0.000521051,0.004561425],"category_scores_gemma":[0.0001297868,0.000561576,0.0002423251,0.001109225,0.0001855373,0.0002547629,0.00020572,0.000687518,0.0210731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003058281,"about_ca_system_score_gemma":0.0001338993,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1144469,"about_ca_topic_score_gemma":0.7416945,"domain_scores_codex":[0.9966303,0.0002903592,0.0004541808,0.000901831,0.000905419,0.000817872],"domain_scores_gemma":[0.9980671,0.0001399638,0.0002428677,0.001366774,0.00005785922,0.0001253896],"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":[0.000006326657,0.0001087633,0.0001798227,0.00005419879,0.00007249066,0.0006941085,0.0007962647,0.0003255141,0.000002763109,0.00001819658,0.9941586,0.00358295],"study_design_scores_gemma":[0.001027245,0.00005097484,0.0005077797,0.001937207,0.0001075425,0.00008412602,0.001072786,0.006252674,9.23641e-7,0.006191292,0.9816473,0.001120219],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003216132,0.005695117,0.0004076899,0.0002161153,0.002184615,0.003784411,0.007355242,0.007045105,0.9700956],"genre_scores_gemma":[0.006071997,0.001856561,0.0006662122,0.0005072261,0.00113492,0.001890242,0.0007325716,0.01233924,0.974801],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6272476,"threshold_uncertainty_score":0.9996836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05926966698625116,"score_gpt":0.2450968615229479,"score_spread":0.1858271945366968,"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."}}