{"id":"W318904654","doi":"","title":"Get Ready for a Rough One: While the Road Industry Looks Steady for 2008, Other Construction Sectors and the Overall Economy Look Shaky at Best","year":2008,"lang":"en","type":"article","venue":"Better roads","topic":"Transport and Economic Policies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Bridge (graph theory); Business; Transport engineering; Finance; Economics; Engineering; Geography","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":[0.001054089,0.0004181239,0.0002647213,0.001612806,0.003296266,0.007285028,0.0004315233,0.001585148,0.0286239],"category_scores_gemma":[0.00736303,0.0002109297,0.0003546707,0.003169758,0.001188181,0.007819099,0.001774801,0.00270699,0.01283913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002967543,"about_ca_system_score_gemma":0.00344529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04009427,"about_ca_topic_score_gemma":0.08716869,"domain_scores_codex":[0.9987177,0.0001498245,0.00008265521,0.0001722203,0.0005926606,0.0002850388],"domain_scores_gemma":[0.9968131,0.0002679895,0.0004238702,0.0001727869,0.001604555,0.000717719],"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":[0.00008713618,0.0000869713,0.05469221,0.0002476177,0.0000242871,0.0001410456,0.001981485,0.0002487865,0.0009733903,0.01750716,0.7310782,0.1929317],"study_design_scores_gemma":[0.00001282894,0.0001579102,0.1707305,0.0004109475,0.00003289121,0.0002907825,0.01545588,0.0002695663,0.001227248,0.005233887,0.8060851,0.00009237968],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1649403,0.007863662,0.003314778,0.4692011,0.006347503,0.0001111192,0.004871939,0.001787989,0.3415616],"genre_scores_gemma":[0.6877068,0.01475561,0.01187681,0.06645496,0.001976283,0.0001021763,0.009477933,0.001081618,0.2065678],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04009427,"threshold_uncertainty_score":0.09575653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03994333630213596,"score_gpt":0.2188271225986291,"score_spread":0.1788837862964932,"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."}}