{"id":"W4316672116","doi":"10.3389/feart.2022.1129733","title":"Editorial: Developments of remote sensing and numerical modeling applications for landslide analysis","year":2023,"lang":"en","type":"editorial","venue":"Frontiers in Earth Science","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Research Canada","funders":"","keywords":"Landslide; Geology; Remote sensing; Computer science; Geomorphology","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":[0.001242476,0.0001850665,0.0004566043,0.0003786897,0.0002337853,0.00006320682,0.000416355,0.0003567862,0.000004189913],"category_scores_gemma":[0.0004639126,0.0001605041,0.00009063225,0.002481849,0.000355007,0.0001459903,0.0002703647,0.0003301497,0.000006368099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001368715,"about_ca_system_score_gemma":0.0001858214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005938953,"about_ca_topic_score_gemma":0.0001111418,"domain_scores_codex":[0.9973781,0.00002091568,0.0004145846,0.0006967543,0.00104982,0.0004398555],"domain_scores_gemma":[0.9991714,0.0001516219,0.0001841944,0.0002849505,0.00007369972,0.0001341549],"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":[0.00004073219,0.00001298597,0.001497359,0.0000392532,0.00009073369,0.000001458935,0.0002885492,0.03893065,0.00007203575,9.662722e-7,0.9129321,0.04609318],"study_design_scores_gemma":[0.0002463929,0.00001798469,0.0001015137,0.00003656362,0.000122845,1.5239e-7,0.00005214778,0.4464164,0.00002326905,0.0003661491,0.5524095,0.0002070516],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0001353169,0.00003019411,0.4381646,0.000009644729,0.5612732,0.0002212762,0.00003429046,0.00002008807,0.0001114803],"genre_scores_gemma":[0.001833138,0.0004244519,0.4671309,0.000009197098,0.5299074,0.00001272502,0.0001287842,0.00004524808,0.0005081691],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.4074858,"threshold_uncertainty_score":0.6545168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006615922077791819,"score_gpt":0.2439971700152467,"score_spread":0.2373812479374548,"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."}}