{"id":"W7048020970","doi":"","title":"An Integration approach for developing AEC/FM total project systems","year":2004,"lang":"en","type":"article","venue":"NPARC","topic":"Crystallography and Radiation Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"System integration; Project management; Software project management; Set (abstract data type); Software; Software development; Data integration","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"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":[0.003113981,0.0006518653,0.0003881083,0.001947878,0.0009300914,0.002385503,0.001357853,0.0009377108,0.002214116],"category_scores_gemma":[0.004835611,0.0007861198,0.0009746612,0.00149649,0.0006806698,0.002484816,0.002147763,0.001052987,0.0007836187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001225416,"about_ca_system_score_gemma":0.002759492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006599812,"about_ca_topic_score_gemma":0.007613103,"domain_scores_codex":[0.9971323,0.0007288815,0.0002547312,0.0003428333,0.001343887,0.0001973397],"domain_scores_gemma":[0.9985133,0.0003582725,0.000108346,0.0003120427,0.0005948425,0.0001132203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001908401,0.0003616723,0.006814571,0.0006293979,0.000252874,0.001242501,0.007848619,0.05276045,0.04132175,0.1348799,0.007808836,0.7458884],"study_design_scores_gemma":[0.000219357,0.0007756735,0.007442845,0.0008471897,0.0006193074,0.003108381,0.003285616,0.4846893,0.0506517,0.08713216,0.3609902,0.0002383768],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009971365,0.0001332611,0.9800761,0.0001254959,0.00001249625,0.0002071709,0.00004726924,0.001367368,0.008059413],"genre_scores_gemma":[0.05943585,0.0001838326,0.9367588,0.00005111247,0.000007060092,0.0002794789,0.0003633533,0.0002180074,0.00270252],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006599812,"threshold_uncertainty_score":0.01646852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01903478736019024,"score_gpt":0.2597968148908006,"score_spread":0.2407620275306104,"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."}}