{"id":"W1986746716","doi":"10.1177/1077546314568172","title":"Utilizing gradient boosted machine for the prediction of damage to residential structures owing to blasting vibrations of open pit mining","year":2015,"lang":"en","type":"article","venue":"Journal of Vibration and Control","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Rock blasting; Roof; Structural engineering; Vibration; Engineering; Mathematics; Geotechnical engineering; Acoustics; Physics","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":[0.0003431503,0.00007662167,0.000188843,0.0001275858,0.00007880403,0.00008101937,0.0001363444,0.00002911353,0.000003081282],"category_scores_gemma":[0.0002574111,0.00005522835,0.00004183338,0.0001058674,0.00001068345,0.0003288407,0.00002891366,0.00007550702,5.144847e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002660559,"about_ca_system_score_gemma":0.00003571353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000138724,"about_ca_topic_score_gemma":0.00003018661,"domain_scores_codex":[0.999231,0.00002252873,0.0004374565,0.00005841121,0.0001504741,0.0001001461],"domain_scores_gemma":[0.9993441,0.0001034176,0.000170421,0.00007393341,0.0002303011,0.00007789487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005884019,0.00001138006,0.002487377,0.00006752704,0.0002000041,0.000001850635,0.006300349,0.4412281,0.5360851,0.0008957575,0.001281319,0.0108528],"study_design_scores_gemma":[0.00865566,0.001882919,0.09175083,0.0008282636,0.0004689929,0.00006765756,0.01098844,0.6468971,0.2342771,0.001524236,0.002316219,0.0003426343],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4017836,0.0001604581,0.5963714,0.0003407022,0.0007781927,0.0004068771,0.00002581543,0.00000972737,0.000123259],"genre_scores_gemma":[0.9917017,0.000004663897,0.007899551,0.00006624972,0.0003024057,0.000007665033,0.00000166242,0.00001055022,0.000005513184],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5899181,"threshold_uncertainty_score":0.2252147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02456392281011216,"score_gpt":0.2678874392622954,"score_spread":0.2433235164521832,"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."}}