{"id":"W642128041","doi":"","title":"Nobody Said This Was Going to Be Easy: Serving a Quarter-Million Impatient Commuters May Be a 'Can't Win': LIRR Does it Anyway","year":2006,"lang":"en","type":"article","venue":"Trains","topic":"Transport and Economic Policies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"nobody; Train; Mile; Order (exchange); Quarter (Canadian coin); Track (disk drive); Service (business); Ticket; Business; Telecommunications; Operations management; Finance; Advertising; Engineering; History; Marketing; Computer science; Geography; Computer security; Archaeology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001216584,0.0003484871,0.0002287722,0.0003460292,0.006552866,0.006903319,0.0006336636,0.004766354,0.03547554],"category_scores_gemma":[0.006606237,0.0002384191,0.0002232094,0.0004826488,0.002210032,0.005539949,0.002217633,0.006205375,0.0078978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002535608,"about_ca_system_score_gemma":0.002378854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0297247,"about_ca_topic_score_gemma":0.04913679,"domain_scores_codex":[0.9988338,0.0002675864,0.00005304593,0.0001453664,0.0003263607,0.0003737949],"domain_scores_gemma":[0.9978418,0.0003415704,0.0002175151,0.0001072525,0.0006963098,0.0007953974],"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":[0.00009614048,0.0000672211,0.01161126,0.0001356274,0.00002724149,0.0003861273,0.005015779,0.0001370599,0.0008131818,0.012947,0.8906998,0.07806345],"study_design_scores_gemma":[0.00001160888,0.0000971393,0.00923681,0.0001484522,0.00001663621,0.0003258742,0.0226607,0.0001621627,0.0005254415,0.002534811,0.9642135,0.00006684352],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.05030392,0.002933061,0.001259355,0.855565,0.008577961,0.0000468515,0.000463029,0.0002798841,0.08057092],"genre_scores_gemma":[0.2991023,0.006108869,0.0022007,0.3084841,0.003074048,0.00007991008,0.0005352127,0.0002948187,0.3801201],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03547554,"threshold_uncertainty_score":0.1186774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01918415025585782,"score_gpt":0.2185534142832637,"score_spread":0.1993692640274059,"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."}}