{"id":"W4367155325","doi":"10.36487/acg_repo/2355_02","title":"Case study: Brucejack paste backfill pumping system","year":2023,"lang":"en","type":"article","venue":"Paste/˜Pœaste","topic":"Belt Conveyor Systems Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Banff Centre; Geomechanica (Canada); University of Alberta","funders":"","keywords":"Computer science; Geotechnical engineering; Geology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007640989,0.0006198739,0.0007268683,0.0005670903,0.0002015759,0.0001927631,0.0004263606,0.0001961193,0.00004506608],"category_scores_gemma":[0.00003696936,0.0006729172,0.0001794938,0.00146358,0.00002892307,0.0003466595,0.0002147203,0.0004659983,0.002648385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003090694,"about_ca_system_score_gemma":0.00002747668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001845427,"about_ca_topic_score_gemma":0.0001315476,"domain_scores_codex":[0.9967062,0.0001287144,0.0009035727,0.0006251398,0.0005278678,0.00110849],"domain_scores_gemma":[0.9982232,0.0001877217,0.00009772857,0.001043194,0.0001006239,0.0003475749],"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":[0.0000436129,0.0002000496,0.02490859,0.01201527,0.002520268,0.08973737,0.02643019,0.7774933,0.02997882,0.001010663,0.009626307,0.02603556],"study_design_scores_gemma":[0.003165906,0.0002443085,0.002807526,0.001249455,0.0002607608,0.01501785,0.0490969,0.9099975,0.00343653,0.000006212833,0.01219216,0.002524889],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775158,0.0002418579,0.003279024,0.00002264665,0.004166834,0.001136949,0.00003958429,0.005934434,0.007662919],"genre_scores_gemma":[0.9976426,0.000008952538,0.0001515369,0.00001122139,0.000703455,0.0002495677,0.00001360823,0.0003073965,0.0009116608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1325042,"threshold_uncertainty_score":0.9995722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02343045148974196,"score_gpt":0.2156118539694992,"score_spread":0.1921814024797572,"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."}}