{"id":"W4381618174","doi":"10.1007/s10346-023-02105-8","title":"Quantitative correlation between rock fall and weather seasonality to predict changes in rock fall hazard with climate change","year":2023,"lang":"en","type":"article","venue":"Landslides","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Climate change; Rockfall; Precipitation; Climatology; Hazard; Physical geography; Environmental science; Geology; Landslide; Meteorology; Geography; Geotechnical engineering","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":[0.0003729525,0.0001975837,0.0002553147,0.00007112886,0.0001288007,0.00004923259,0.0001112899,0.0001278689,0.0001025337],"category_scores_gemma":[0.00002896787,0.0001354562,0.00002824148,0.0005229408,0.00003018498,0.0002009556,0.0002100775,0.0001696907,0.0004944968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006806133,"about_ca_system_score_gemma":0.000005534821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008961167,"about_ca_topic_score_gemma":0.01238041,"domain_scores_codex":[0.9985723,0.00006997895,0.0001730902,0.0004114289,0.0003145552,0.000458681],"domain_scores_gemma":[0.9994795,0.0001144662,0.00007050409,0.000164156,0.0000110218,0.0001603226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001171984,0.00001853901,0.9928396,0.00002358341,0.00002120881,0.0000246914,0.00276717,0.001473256,0.00005660115,0.00004724439,0.0005076916,0.002103247],"study_design_scores_gemma":[0.0006285139,0.0003899348,0.9852109,0.0001431008,0.0000332593,0.00000540388,0.0004589472,0.008328184,0.00005026573,0.0001876286,0.004320344,0.0002435044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995706,0.00008353298,0.0002657172,0.001666279,0.00006505776,0.0004676447,0.00009775157,0.0001236918,0.001524289],"genre_scores_gemma":[0.9984612,0.0003288357,0.0002389173,0.0002367621,0.00007765419,0.00007957468,0.0000670193,0.00002733573,0.0004827143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0114843,"threshold_uncertainty_score":0.6908562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02528900787839634,"score_gpt":0.2582219537705698,"score_spread":0.2329329458921734,"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."}}