{"id":"W2331866424","doi":"10.1021/ie500608w","title":"Dynamic Operability Analysis of Process Supply Chains for Forest Industry Transformation","year":2014,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Process Optimization and Integration","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Operability; Supply chain; Computer science; Supply and demand; Process (computing); Pareto principle; Key (lock); Product (mathematics); Supply chain optimization; Operations research; Supply chain management; Business; Operations management; Economics; Microeconomics; 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":[],"consensus_categories":[],"category_scores_codex":[0.0008620602,0.0001689256,0.0003147941,0.0003019999,0.00006465356,0.00005554948,0.0002837881,0.0005460564,0.00008251594],"category_scores_gemma":[0.0008167855,0.0001770212,0.0001128726,0.0015526,0.00004882769,0.0002236551,0.00001314696,0.0008258458,0.000001067602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001757978,"about_ca_system_score_gemma":0.00008123593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001186365,"about_ca_topic_score_gemma":0.00000884105,"domain_scores_codex":[0.9985788,0.00002036493,0.0004407271,0.000213238,0.0003808695,0.0003659833],"domain_scores_gemma":[0.9989974,0.000184501,0.00003596947,0.0002540026,0.0004056634,0.0001224761],"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":[0.00002428438,0.00002763912,0.0004980038,0.0003533432,0.0001543649,7.706369e-8,0.0002062635,0.9338058,0.06340426,0.0001104114,0.00006646202,0.001349085],"study_design_scores_gemma":[0.0004689597,0.00002750829,0.0002906475,0.00004942585,0.00005838899,4.596444e-7,0.0001035493,0.8423789,0.1559382,0.00001975914,0.0005245676,0.0001395944],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9652584,0.00003121719,0.03264889,0.0001181504,0.0001024554,0.0004694066,0.0001219867,0.0002132151,0.001036248],"genre_scores_gemma":[0.9991176,0.00001179926,0.0001019795,0.0000022031,0.000101045,0.0001792038,0.0003646515,0.00003153734,0.00009000886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09253395,"threshold_uncertainty_score":0.7218714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04104265541606693,"score_gpt":0.3327395589921399,"score_spread":0.291696903576073,"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."}}