{"id":"W4411980480","doi":"10.17491/jgsi/2025/174203","title":"Statistical Modelling of Landslide Susceptibility along National Highway 7 from Rudraprayag to Joshimath, Indian Himalaya","year":2025,"lang":"en","type":"article","venue":"Journal of the Geological Society of India","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Geology; Landslide; Statistical analysis; Hydrogeology; Geomorphology; Mining engineering; Geotechnical engineering; Seismology; Statistics","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":[0.0009793757,0.0001195665,0.0003425003,0.00002277791,0.0001162064,0.00001354082,0.0005062731,0.0002106101,0.0007221503],"category_scores_gemma":[0.0001988277,0.00006519895,0.0003440947,0.0002731679,0.0003410505,0.00008057687,0.0003068307,0.0004336028,0.000009648933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001811174,"about_ca_system_score_gemma":0.00008608017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003318528,"about_ca_topic_score_gemma":0.00002783012,"domain_scores_codex":[0.9982156,0.0001075065,0.0006515076,0.0001688229,0.0006454945,0.0002110827],"domain_scores_gemma":[0.9988708,0.0004019458,0.0003905785,0.0001514667,0.00007881322,0.0001064074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001711497,0.0002932113,0.8739202,0.00002599271,0.0002068213,0.000005973355,0.00150718,0.1084953,0.00312263,0.0005710723,0.0106478,0.001032662],"study_design_scores_gemma":[0.0007552537,0.0001960461,0.9649875,0.0001116675,0.00007177082,0.000009971311,0.000326335,0.003556707,0.002231673,0.02637448,0.001243595,0.0001349795],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869852,0.00006464086,0.0100629,0.001777076,0.0001885446,0.0001071602,0.00006396788,0.000005081597,0.0007454134],"genre_scores_gemma":[0.9737216,0.00005499934,0.02557211,0.0005102825,0.00004908003,9.621715e-7,0.00000356122,0.000003863034,0.00008355296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1049386,"threshold_uncertainty_score":0.790704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01365134832974736,"score_gpt":0.2388511567301729,"score_spread":0.2251998084004255,"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."}}