{"id":"W4221086765","doi":"10.17159/2411-9717/1691/2022","title":"Quantified Value-created Process (QVP) - A value-based process for mine design and operating decisions","year":2022,"lang":"en","type":"article","venue":"Journal of the Southern African Institute of Mining and Metallurgy","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Process (computing); Context (archaeology); Value (mathematics); Risk analysis (engineering); Decision-making; Value engineering; Process management; Engineering design process; Strategic planning; Computer science; Engineering; Management science; Operations research; Operations management; Business; Marketing; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06409901,0.001601808,0.001111284,0.004899897,0.005965585,0.01910082,0.004219373,0.005454813,0.00907207],"category_scores_gemma":[0.07125257,0.0009292871,0.002092931,0.004760386,0.01939784,0.01771851,0.0107604,0.005986093,0.002165132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01081833,"about_ca_system_score_gemma":0.02573016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003885144,"about_ca_topic_score_gemma":0.004784175,"domain_scores_codex":[0.9329568,0.04902259,0.002967613,0.002965115,0.01061036,0.001477539],"domain_scores_gemma":[0.9391709,0.03951069,0.003875475,0.008204715,0.007267087,0.001971215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002834676,0.00006083873,0.0004338043,0.0002936171,0.00002735441,0.0001322767,0.00311026,0.00459962,0.0003529994,0.9353805,0.003560896,0.05201954],"study_design_scores_gemma":[0.00003192147,0.0001198133,0.0002692061,0.001012655,0.00002178758,0.0001447826,0.001947902,0.009088932,0.0008383615,0.8735929,0.1128413,0.00009052464],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004845036,0.001237878,0.9105018,0.01017478,0.0003970586,0.001857267,0.0001762035,0.0003600791,0.0704499],"genre_scores_gemma":[0.1518912,0.001475075,0.8326648,0.001179826,0.0001974146,0.001724692,0.0002559886,0.0001927801,0.0104181],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.06409901,"threshold_uncertainty_score":0.338992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.153014856195389,"score_gpt":0.436872070359344,"score_spread":0.2838572141639549,"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."}}