{"id":"W1502317187","doi":"10.1002/3527606211.ch2","title":"Mechanisms Governing the Behavior of Fresh Shotcrete: Placement and Stability","year":2000,"lang":"en","type":"other","venue":"","topic":"Innovations in Concrete and Construction Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; University of British Columbia","funders":"","keywords":"Shotcrete; Stability (learning theory); Geotechnical engineering; Geology; Computer science; Machine learning","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":[0.0001930498,0.0003689303,0.0003033734,0.0005120616,0.0007113168,0.001223277,0.0009626225,0.0008060076,0.008603261],"category_scores_gemma":[0.0006872942,0.0003444028,0.0001713418,0.0002520579,0.001179582,0.0007768399,0.0006945689,0.0003954274,0.001297047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001108082,"about_ca_system_score_gemma":0.001045364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006116357,"about_ca_topic_score_gemma":0.007911706,"domain_scores_codex":[0.9998518,0.000008051471,0.00000385716,0.00003523869,0.00006949092,0.00003156647],"domain_scores_gemma":[0.9997912,0.0000359781,0.00004322369,0.00002793295,0.00007570512,0.0000259798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003957902,0.0001400296,0.004731513,0.0003039833,0.00003496423,0.000589355,0.0007024293,0.03766654,0.7465662,0.1206116,0.003870269,0.08438735],"study_design_scores_gemma":[0.0001543234,0.0004486464,0.04256362,0.00007390019,0.00008085546,0.001138618,0.001369993,0.2372512,0.613216,0.06115275,0.04240703,0.0001430678],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8717585,0.001843512,0.05151998,0.0006118895,0.0001443085,0.00008876798,0.000201768,0.0007727853,0.07305847],"genre_scores_gemma":[0.9780185,0.000446266,0.002841722,0.0000280316,0.000008971158,0.00001347667,0.00008529816,0.00004092912,0.01851683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008603261,"threshold_uncertainty_score":0.02878082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01084175509291311,"score_gpt":0.2111817702843271,"score_spread":0.200340015191414,"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."}}