{"id":"W7024147280","doi":"","title":"QuickZone: Case Study Snapshot #4: Justifying the Additional Cost of Night Work in Nova Scotia","year":2005,"lang":"en","type":"other","venue":"Rosa P: A digital library for transportation research (United States Department of Transportation)","topic":"Spectroscopy and Laser Applications","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Context (archaeology); Limiting; Intersection (aeronautics); Synchro","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002193726,0.0004795404,0.0005974651,0.0009613837,0.0001641328,0.0001262089,0.000547857,0.0002789308,0.02932534],"category_scores_gemma":[0.00001850153,0.0004389293,0.0002965153,0.00223667,0.0004052851,0.0006761468,0.000007354334,0.0006038892,0.00002131521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006147666,"about_ca_system_score_gemma":0.0002948584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002244344,"about_ca_topic_score_gemma":0.009028476,"domain_scores_codex":[0.99634,0.00005926727,0.001276131,0.0006833119,0.001034862,0.0006064781],"domain_scores_gemma":[0.9974262,0.001036671,0.0005533893,0.0005649144,0.0002225752,0.0001962244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001927508,0.006336009,0.01647872,0.00262312,0.001158352,0.0006914324,0.004359592,0.002428646,0.00001853844,0.003166564,0.959065,0.001746496],"study_design_scores_gemma":[0.002936281,0.0003087642,0.002831536,0.000824857,0.0002561199,0.000007261861,0.009672328,0.0002087644,0.0009139691,0.0002071156,0.9812209,0.0006121284],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.1439992,0.0003401016,0.0003784467,0.0003130302,0.0000548639,0.003302517,0.84852,0.0001655539,0.00292618],"genre_scores_gemma":[0.3256927,0.00008814551,0.0005915258,0.00002898046,0.0000922204,0.001238655,0.6636146,0.0002859496,0.008367293],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1849055,"threshold_uncertainty_score":0.9998062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03963373243685509,"score_gpt":0.3245532382735627,"score_spread":0.2849195058367076,"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."}}