{"id":"W4412990140","doi":"10.56952/arma-2025-0618","title":"Temporal Rockfall Forecasting Using Thermal Imaging and Meteorological Data","year":2025,"lang":"en","type":"article","venue":"","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bow Valley College","funders":"","keywords":"Rockfall; Remote sensing; Computer science; Meteorology; Environmental science; Geology; Seismology; Landslide; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004720521,0.0005964194,0.0003073197,0.0008805864,0.0002030445,0.0005552025,0.0004962471,0.0004700182,0.0006311463],"category_scores_gemma":[0.001519173,0.0001748423,0.0003475074,0.0007662125,0.0001300122,0.0006777243,0.0002801076,0.0004305739,0.0002315619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005267228,"about_ca_system_score_gemma":0.0005552322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03082917,"about_ca_topic_score_gemma":0.04435959,"domain_scores_codex":[0.9998802,0.00001613946,0.000009773788,0.00004672005,0.00002609345,0.00002100212],"domain_scores_gemma":[0.9993804,0.0002168042,0.0001260252,0.00005005631,0.000156171,0.00007055296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002596498,0.0002380174,0.1840804,0.00005861318,0.00009119108,0.0001615386,0.00004222748,0.7709498,0.003734839,0.0001919185,0.001236022,0.03895581],"study_design_scores_gemma":[0.000004418026,0.00001970126,0.01482826,0.000004588132,0.000006396946,0.000008420086,0.0000221838,0.9845212,0.0003875584,0.00009131261,0.000101278,0.000004632697],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980864,0.0001811246,0.01517254,0.0002065139,0.00003056792,0.00004596269,0.002129195,0.0004628485,0.0009072706],"genre_scores_gemma":[0.9934425,0.00006514048,0.005083677,0.000007989193,0.00001011668,0.00001304267,0.001214025,0.000008124141,0.0001553622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03082917,"threshold_uncertainty_score":0.06129944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0393424194910543,"score_gpt":0.26645905886327,"score_spread":0.2271166393722157,"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."}}