{"id":"W2060851341","doi":"10.1108/09699980610669705","title":"A knowledge‐based automated development permit approval process in the housing industry","year":2006,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Husky Energy (Canada); University of Alberta","funders":"","keywords":"Process (computing); Computer science; Context (archaeology); Productivity; Process management; Automation; Engineering management; Systems engineering; Risk analysis (engineering); Software engineering; Engineering; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001441115,0.000252822,0.0001456169,0.0004189259,0.0001084238,0.00009847071,0.0001803464,0.0001163689,0.00002021461],"category_scores_gemma":[0.000004743338,0.0002140954,0.00004867749,0.0006572888,0.00004993602,0.0001022772,0.00001812636,0.0004818624,0.00001251346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001656969,"about_ca_system_score_gemma":0.00002529608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001053066,"about_ca_topic_score_gemma":0.00002628718,"domain_scores_codex":[0.9988564,0.00002641568,0.0003649024,0.0002219859,0.0002169018,0.0003134546],"domain_scores_gemma":[0.9997045,0.0000259687,0.00003658578,0.0001709904,0.00002845468,0.00003346535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006439567,0.00002175871,0.001052364,0.0002401737,0.00003195193,0.00001018997,0.0004109535,0.9171175,0.0002394607,0.002694042,0.00006453042,0.07811067],"study_design_scores_gemma":[0.0008807595,0.00001574249,0.05335727,0.0002370695,0.00003222741,0.000172475,0.0008738222,0.9352447,0.00272111,0.0002162922,0.005671638,0.0005768418],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9617199,0.0001028931,0.03130851,0.00007408771,0.0007021123,0.0004202194,0.000001681451,0.001634467,0.004036082],"genre_scores_gemma":[0.9859998,9.395726e-7,0.01361615,0.00001512409,0.0001278286,0.0001689185,0.00001905152,0.00002960437,0.000022618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07753383,"threshold_uncertainty_score":0.8730556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00657935767341986,"score_gpt":0.2093495472440946,"score_spread":0.2027701895706748,"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."}}