{"id":"W4385981410","doi":"10.1051/e3sconf/202341504001","title":"Debris-flow activity and sediment dynamics in the landslide-influenced Lattenbach catchment, Austria","year":2023,"lang":"en","type":"article","venue":"E3S Web of Conferences","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Landslide; Debris; Debris flow; Drainage basin; Sediment; Geology; Hydrology (agriculture); Channel (broadcasting); Landslide classification; Mass wasting; Structural basin; Terrain; Geomorphology; Geography; Geotechnical engineering; Oceanography; Cartography","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":[],"consensus_categories":[],"category_scores_codex":[0.0004822543,0.000114196,0.0001662153,0.00003733242,0.00007704886,0.00003719141,0.0002361017,0.00008409525,0.0003036059],"category_scores_gemma":[0.000021325,0.00006736174,0.00003305115,0.0003442997,0.0001725268,0.0001023025,0.0001228046,0.0001628027,0.00005636893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005113193,"about_ca_system_score_gemma":0.00006520619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001791627,"about_ca_topic_score_gemma":0.002027182,"domain_scores_codex":[0.9990186,0.00007478891,0.0001725404,0.0002091959,0.0002989388,0.0002258972],"domain_scores_gemma":[0.9995702,0.0001288391,0.00008026671,0.0001675698,0.000006532697,0.00004658716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003601162,0.00005580258,0.9753287,0.0000124454,0.00002254826,0.00001500462,0.0006688336,0.0007498384,0.001005464,0.0006259706,0.001295759,0.02018358],"study_design_scores_gemma":[0.0008607451,0.0001499487,0.9348473,0.00004812631,0.00003025531,0.000006979958,0.001429331,0.05386414,0.0008711884,0.00121247,0.006460955,0.0002185388],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805349,0.00002479086,0.00001501467,0.001551491,0.00009191556,0.0001708001,0.00001510945,0.00002392751,0.01757213],"genre_scores_gemma":[0.9992168,0.0002691809,0.00005394729,0.00005935009,0.00001390868,0.00001347296,0.00001106941,0.000004256907,0.0003580471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0531143,"threshold_uncertainty_score":0.3324272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01373441219533259,"score_gpt":0.2513995806994621,"score_spread":0.2376651685041295,"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."}}