{"id":"W3031985534","doi":"10.71781/3017","title":"Limits and opportunities of integrated design in sustainable buildings : the need for a more comprehensive project process","year":2019,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Process (computing); Engineering; Design process; Architectural engineering; Systems engineering; Construction engineering; Process management; Computer science; Work in process; Operations management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":[0.0003756884,0.0002966983,0.0004776558,0.0002967227,0.00006522643,0.0002061522,0.000425038,0.0001846238,0.00002439166],"category_scores_gemma":[0.00006360871,0.0002325304,0.00004265601,0.0002733362,0.00003951546,0.0002361245,0.00003304753,0.0002299905,5.64679e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001276177,"about_ca_system_score_gemma":0.0008638852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001759346,"about_ca_topic_score_gemma":0.00001298434,"domain_scores_codex":[0.9988615,0.00004818076,0.0003401344,0.0002648227,0.0001435879,0.0003418],"domain_scores_gemma":[0.9989528,0.0002317922,0.0001466779,0.0001891647,0.0004483371,0.00003119837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.006146948,0.0006523283,0.0004701209,0.03931572,0.002019154,0.0003800538,0.2071142,0.09874517,0.01927819,0.005406932,0.01479252,0.6056786],"study_design_scores_gemma":[0.002046126,0.0004135474,0.0001716452,0.001606512,0.0002180454,0.000008674398,0.8699555,0.04215461,0.0323882,0.0004659595,0.04973818,0.000832959],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808926,0.001765304,0.002057459,0.00009493435,0.0001902735,0.01022598,0.00005745933,0.0000140536,0.004701955],"genre_scores_gemma":[0.9379293,0.0004672307,0.007093502,0.00003863818,0.00003828038,0.001891143,0.0008985688,0.0001940906,0.05144922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6628413,"threshold_uncertainty_score":0.9482314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06955598826107261,"score_gpt":0.3329593934145127,"score_spread":0.2634034051534401,"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."}}