{"id":"W1538005139","doi":"10.1002/esp.3202","title":"Rockfall rebound: comparison of detailed field experiments and alternative modelling approaches","year":2012,"lang":"en","type":"article","venue":"Earth Surface Processes and Landforms","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Rockfall; Geology; Rigid body; SPHERES; Field (mathematics); Mechanics; Perturbation (astronomy); Geotechnical engineering; Physics; Classical mechanics; Mathematics; Landslide","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":[0.0001242784,0.0001142479,0.0001800826,0.00001115058,0.0001067155,0.0000280243,0.00006395204,0.00006967669,0.0001224548],"category_scores_gemma":[0.000009140012,0.00007014508,0.00001725932,0.00007395307,0.00006237491,0.000304261,0.00009549333,0.00009758646,0.000007840403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005349938,"about_ca_system_score_gemma":0.000005331153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002089893,"about_ca_topic_score_gemma":0.00005715625,"domain_scores_codex":[0.9992955,0.000009722282,0.0001654753,0.0001539281,0.0001564353,0.0002188772],"domain_scores_gemma":[0.999688,0.00003996085,0.0000876024,0.00007476781,0.000007854906,0.0001017703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008157649,0.0001160824,0.9748638,0.0001114018,0.00003586844,4.127553e-7,0.009248259,0.01234413,0.0003005944,0.00004095155,0.00003726014,0.002819633],"study_design_scores_gemma":[0.004645358,0.001381985,0.07606012,0.000423372,0.0002135669,0.00005256816,0.01191785,0.5594088,0.3239255,0.002174032,0.01794557,0.001851284],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898904,0.003347401,0.003691491,0.00003309616,0.00004185938,0.0001146485,0.000002513216,0.00001312089,0.002865456],"genre_scores_gemma":[0.997465,0.0003802862,0.001772513,0.00002265173,0.00001904014,0.00000319254,0.000003437317,0.000007745823,0.0003261195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8988037,"threshold_uncertainty_score":0.2860433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04249986107186474,"score_gpt":0.258491238569082,"score_spread":0.2159913774972172,"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."}}