{"id":"W4367155208","doi":"10.36487/acg_repo/2355_22","title":"Optimal paste backfill specification development","year":2023,"lang":"en","type":"article","venue":"Paste/Paste","topic":"Tailings Management and Properties","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Banff Centre; Geomechanica (Canada); University of Alberta","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002007032,0.0001975821,0.0001567439,0.0001860573,0.0001002833,0.00008811843,0.0002113806,0.00005599707,0.000285315],"category_scores_gemma":[0.00001087838,0.0001894967,0.00004673989,0.0003944958,0.00002257362,0.000183928,0.0000935845,0.0001162993,0.005512652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005387114,"about_ca_system_score_gemma":0.00001098855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002243451,"about_ca_topic_score_gemma":0.000005848226,"domain_scores_codex":[0.9988436,0.00001610555,0.0002936588,0.0002262674,0.0002287593,0.0003915871],"domain_scores_gemma":[0.999577,0.00002543361,0.00003668185,0.0002517908,0.00003414064,0.00007488003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001170579,0.00008617285,0.006431984,0.001364381,0.0005839043,0.00007966888,0.01410476,0.3459243,0.03176611,0.001883883,0.13356,0.4640978],"study_design_scores_gemma":[0.0004698845,0.00003549847,0.01627359,0.00009006078,0.00002305631,0.000002857972,0.001114593,0.04998571,0.0187555,0.00003986129,0.9126196,0.0005897971],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9219643,0.0003986366,0.004954864,0.0003282887,0.001269642,0.0004114875,0.000007466541,0.002066687,0.06859863],"genre_scores_gemma":[0.9817537,0.0001448493,0.002978451,0.00003473029,0.000277734,0.00007209813,0.00007198827,0.00007106198,0.01459535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7790596,"threshold_uncertainty_score":0.9952617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02554010319233318,"score_gpt":0.1983578679840661,"score_spread":0.1728177647917329,"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."}}