{"id":"W7072117783","doi":"","title":"What we're hearing: Europe is taking steps toward achieving a sustainable and competititve construction sector","year":2007,"lang":"en","type":"article","venue":"NPARC","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Construction industry; Sustainable development; Work (physics); Sustainability; Production (economics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002209598,0.0001559898,0.0002195663,0.0004647197,0.000394328,0.001227389,0.0002886791,0.00005973615,0.003217374],"category_scores_gemma":[0.0003357517,0.0001344265,0.00005448458,0.001018296,0.0001969088,0.001691527,0.0003242526,0.0002048974,0.000102752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004712728,"about_ca_system_score_gemma":0.00005078691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002557294,"about_ca_topic_score_gemma":0.00003462975,"domain_scores_codex":[0.9978701,0.00007314899,0.0004621634,0.0004634081,0.0007166857,0.0004144998],"domain_scores_gemma":[0.9986777,0.0002926549,0.0002683098,0.0003251247,0.0003274908,0.0001087259],"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":[0.0001417811,0.00002875411,0.1439278,0.0001256758,0.00004212477,0.00006565096,0.007157957,0.00001399262,0.001993373,0.07898761,0.005623761,0.7618915],"study_design_scores_gemma":[0.0009655849,0.0001441943,0.04195204,0.00018051,0.00003104206,0.000160429,0.07973035,0.00220311,0.001940632,0.01734178,0.8548279,0.0005224738],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.844133,0.0002817728,0.006924249,0.003949136,0.001603207,0.0003452178,0.00000223567,0.0001130542,0.1426481],"genre_scores_gemma":[0.9869189,0.0003799094,0.003493948,0.0004215549,0.000206454,0.000003486187,0.000001201247,0.00001304702,0.008561495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8492041,"threshold_uncertainty_score":0.9998094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1040907246087535,"score_gpt":0.3470529049911205,"score_spread":0.242962180382367,"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."}}