{"id":"W3039556242","doi":"10.1108/ecam-01-2019-0069","title":"A decision support tool for planning module installation in industrial construction","year":2020,"lang":"en","type":"article","venue":"Engineering Construction & Architectural Management","topic":"BIM and Construction Integration","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"PCL Construction (Canada); University of Alberta","funders":"","keywords":"Plan (archaeology); Heuristic; Swing; Systems engineering; Engineering; Computer science; Industrial engineering; Operations research; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001092071,0.0002641258,0.0002350354,0.0003824382,0.00007315937,0.00008137844,0.0001165355,0.0001273049,0.0000614548],"category_scores_gemma":[0.00004563716,0.0002926283,0.00009600422,0.0004772595,0.00004138659,0.0002665913,0.00003484512,0.0003033544,0.00001147442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001534719,"about_ca_system_score_gemma":0.0000141947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002630051,"about_ca_topic_score_gemma":0.00000226492,"domain_scores_codex":[0.9986208,0.00001407382,0.0005202613,0.0003240543,0.0002150458,0.0003057831],"domain_scores_gemma":[0.9996208,0.00005462614,0.00006010249,0.0001387199,0.00003416722,0.0000915806],"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":[0.00008213044,0.000003426312,0.001045771,0.00008991083,0.00004578375,0.000003803759,0.0001849807,0.5607569,0.0008042082,0.00624834,0.0001421019,0.4305926],"study_design_scores_gemma":[0.003943417,0.0001748083,0.006287543,0.0002813292,0.00006521936,0.0001680796,0.0004939988,0.9583103,0.002489718,0.001719204,0.02520867,0.0008576748],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4254545,0.00003587706,0.5705274,0.000137383,0.001899366,0.0006693862,0.00001571255,0.0005799144,0.0006804391],"genre_scores_gemma":[0.903357,0.00001268531,0.09598414,0.00004036097,0.0003676897,0.0001340473,0.00005278569,0.00004017387,0.0000110784],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4779026,"threshold_uncertainty_score":0.9999526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01595300863223689,"score_gpt":0.2118610136929956,"score_spread":0.1959080050607587,"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."}}