{"id":"W818459361","doi":"","title":"Paying for It: Cost to be a Contractor","year":2007,"lang":"en","type":"article","venue":"Roads & bridges/Roads & bridges (Des Plaines, Ill. Online)","topic":"BIM and Construction Integration","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Bidding; Quarter (Canadian coin); Truck; Operations management; Business; Cost estimate; Economics; Engineering; Actuarial science; Marketing; Government (linguistics)","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"],"consensus_categories":[],"category_scores_codex":[0.0007951812,0.0008553261,0.0008415257,0.0005628249,0.0004633903,0.0002775023,0.000572373,0.0004715076,0.0001300552],"category_scores_gemma":[0.0005273424,0.0008799357,0.0004251746,0.0007414768,0.0001965534,0.000596089,0.00008848492,0.0005990844,0.0001001352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006242346,"about_ca_system_score_gemma":0.000128277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000421679,"about_ca_topic_score_gemma":0.002602263,"domain_scores_codex":[0.9957906,0.00004946133,0.001315057,0.0008601477,0.0005251569,0.001459606],"domain_scores_gemma":[0.9972088,0.0004440136,0.0002021914,0.0007117037,0.0007711657,0.0006620814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007710346,0.0004811603,0.00712994,0.0004839572,0.0004897277,0.0001047376,0.001734762,0.01203105,0.03122028,0.00494849,0.1071269,0.833478],"study_design_scores_gemma":[0.002888108,0.0003300701,0.06194273,0.0003169614,0.0002214353,0.0004178935,0.001827613,0.04352116,0.01526968,0.0001498533,0.8711773,0.00193723],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7569422,0.001626987,0.2254813,0.003742557,0.004142176,0.002283531,0.001831794,0.00167631,0.002273149],"genre_scores_gemma":[0.9793012,0.0004028142,0.009968521,0.003855413,0.002833985,0.0002740836,0.001191051,0.0002757191,0.001897252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8315408,"threshold_uncertainty_score":0.9993652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02957492856788924,"score_gpt":0.2779436269749586,"score_spread":0.2483686984070693,"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."}}