{"id":"W4367154983","doi":"10.36487/acg_repo/2355_20","title":"Design of a reliable pressure measurement method for paste backfill pipelines","year":2023,"lang":"en","type":"article","venue":"Paste/˜Pœaste","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Banff Centre; Geomechanica (Canada); University of Alberta","funders":"","keywords":"Pipeline transport; Pressure measurement; Geotechnical engineering; Computer science; Petroleum engineering; Materials science; Geology; Engineering; Mechanical engineering","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"],"consensus_categories":[],"category_scores_codex":[0.000817694,0.0002897733,0.0004270753,0.0001764283,0.00006165807,0.00003173627,0.000267202,0.0001732887,0.00003072631],"category_scores_gemma":[0.0001674354,0.000265329,0.0001408651,0.0004455692,0.00002174146,0.00008053172,0.00004903308,0.0001830572,0.00002373278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003366383,"about_ca_system_score_gemma":0.00002618784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001925761,"about_ca_topic_score_gemma":0.000003731551,"domain_scores_codex":[0.9982943,0.00004118653,0.0004559372,0.0002907461,0.0004097784,0.0005080607],"domain_scores_gemma":[0.9989954,0.0002280325,0.00006151885,0.000412159,0.0001911024,0.0001118425],"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":[0.00002930337,0.000009747436,0.00000570536,0.0006361793,0.000139344,0.00000143484,0.00009945592,0.9426665,0.04229989,0.0002753081,0.01011981,0.003717279],"study_design_scores_gemma":[0.0006908374,0.0001218004,0.0001660279,0.000159753,0.0001212784,0.000006492467,0.00007135564,0.9280112,0.01767262,0.001623818,0.05099911,0.0003557267],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0006142833,0.001008025,0.9952845,0.0001299399,0.0006802199,0.0006130289,0.00004266798,0.0009468781,0.00068045],"genre_scores_gemma":[0.8480515,0.0001588133,0.1487871,0.0000391782,0.0003503109,0.0003367371,0.00002714104,0.0001912479,0.002057923],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8474373,"threshold_uncertainty_score":0.9999799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03408214336160516,"score_gpt":0.2468824281601752,"score_spread":0.2128002847985701,"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."}}