{"id":"W4232965364","doi":"10.22215/etd/2011-06752","title":"A framework for assessment of the decision-making process of winter road maintenance operations","year":2011,"lang":"en","type":"dissertation","venue":"","topic":"Mechanical and Thermal Properties Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Library and Archives Canada","funders":"","keywords":"Decision-making; Process (computing); Operations research; Computer science; Engineering; Operations management","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":[0.00008749801,0.0001346246,0.0002961062,0.00004060904,0.00003989976,0.00001077097,0.0003091371,0.0001503778,0.0005827355],"category_scores_gemma":[0.0001173211,0.00007474616,0.0002315251,0.0001318444,0.0000109844,0.00004132206,0.00001693184,0.0001625397,0.0000013829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001562946,"about_ca_system_score_gemma":0.00003237267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002187299,"about_ca_topic_score_gemma":0.000229281,"domain_scores_codex":[0.9991852,0.000009234021,0.0004107545,0.0001283406,0.0001535649,0.0001129137],"domain_scores_gemma":[0.9993611,0.00006170238,0.00008228899,0.0002634901,0.00021319,0.00001825448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005205102,0.0006051224,0.0003037703,0.008598238,0.003611458,0.000001365362,0.005986854,0.2584397,0.01164633,0.3492774,0.0006600494,0.3603492],"study_design_scores_gemma":[0.0003535871,0.0001710737,0.002856023,0.008784017,0.0006997364,0.000001063907,0.003298221,0.8572024,0.02909642,0.09654861,0.0002860405,0.0007027845],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1781112,0.0002360811,0.7993402,0.00001899712,0.0007368815,0.0007273107,0.00004142927,0.00004947271,0.02073843],"genre_scores_gemma":[0.9800987,0.0000304587,0.01857848,0.00001971175,0.00002596778,0.00008892216,0.00001222133,0.00002806367,0.00111753],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8019875,"threshold_uncertainty_score":0.6380545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01960441564093665,"score_gpt":0.3059487212116164,"score_spread":0.2863443055706798,"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."}}