{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000997341,0.00009232804,0.0001017628,0.00006919407,0.0001309378,0.00007776613,0.00007172619,0.00002617851,0.000009603166],"category_scores_gemma":[0.000001489921,0.0000786805,0.00006053243,0.0001410677,0.00001718241,0.0001718678,0.000006513853,0.00005476174,0.000001276569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003438312,"about_ca_system_score_gemma":0.00008443252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005329636,"about_ca_topic_score_gemma":8.452571e-7,"domain_scores_codex":[0.9994396,0.00001638604,0.0001452237,0.0001719678,0.0000753608,0.0001514511],"domain_scores_gemma":[0.9997364,0.00001076217,0.00005983984,0.0001128027,0.00004972845,0.0000304222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002410885,0.0002126387,0.0007974381,0.00004532214,0.00006936123,1.365698e-7,0.001844999,0.004865719,0.01883073,0.9599094,0.0002201297,0.01318005],"study_design_scores_gemma":[0.02053786,0.002373475,0.0148671,0.0004324467,0.0004203346,0.00003300466,0.07445763,0.2696559,0.03819491,0.5493846,0.0240037,0.005639043],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1063029,0.00001128023,0.8749185,0.00004200521,0.00013912,0.0006048738,0.00004194811,0.00004713743,0.01789221],"genre_scores_gemma":[0.9694426,3.273342e-7,0.02967087,0.00001245751,0.0003545047,0.0001602105,0.0002835741,0.00001116153,0.00006431426],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8631397,"threshold_uncertainty_score":0.3208498,"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."}}