{"id":"W4413064953","doi":"10.1007/s10346-025-02577-w","title":"Preliminary assessment of September 2024 extreme rainfall–induced landslides in Central Nepal","year":2025,"lang":"en","type":"article","venue":"Landslides","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"BGC Engineering (Canada)","funders":"","keywords":"Landslide; Natural hazard; Geography; Geology; Seismology; Meteorology","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":[0.0003604217,0.0002324344,0.0003662028,0.0001271741,0.00007813211,0.00003687335,0.0003023823,0.0001975099,0.002783271],"category_scores_gemma":[0.00003348547,0.0001738184,0.0001349921,0.0005201246,0.00009503349,0.000174976,0.0002740022,0.0003056193,0.00005263066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001687699,"about_ca_system_score_gemma":0.00006082806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004766911,"about_ca_topic_score_gemma":0.0006509063,"domain_scores_codex":[0.9981611,0.00008860159,0.0004870505,0.0004021622,0.0003272201,0.0005338782],"domain_scores_gemma":[0.999312,0.000125498,0.0001100254,0.000337864,0.00001204322,0.0001026133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001240996,0.0002328445,0.9726822,0.00006235147,0.00006442919,0.0000592774,0.0003707361,0.002126278,0.004125313,0.0003038337,0.01329882,0.006549794],"study_design_scores_gemma":[0.001532315,0.0001772598,0.9632178,0.0002189374,0.00005706598,0.00000965091,0.000220452,0.006838573,0.001773651,0.0009490492,0.02471654,0.0002887134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8244674,0.000142533,0.0001200945,0.0003929078,0.0004289567,0.0002714494,0.00001119872,0.00004138038,0.174124],"genre_scores_gemma":[0.9886939,0.00008129387,0.001026524,0.0001646477,0.00004248062,0.00002577513,0.00001892676,0.00001625436,0.009930178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1642265,"threshold_uncertainty_score":0.9981283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01293606256480246,"score_gpt":0.2640693740350892,"score_spread":0.2511333114702867,"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."}}