{"id":"W7038790686","doi":"","title":"Invited Professional Development Seminar - BIM - a Tool to Optimize Building Construction","year":2011,"lang":"en","type":"article","venue":"NPARC","topic":"Urban Planning and Valuation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Government","keywords":"Building information modeling; Professional development; Construction industry; Building construction; Construction management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002454933,0.00007618393,0.00006327306,0.00003726975,0.0001320715,0.000009924173,0.00009029616,0.00004360812,0.002281271],"category_scores_gemma":[0.00003953663,0.0000683582,0.0000140242,0.0001491235,0.00003744526,0.0001094899,0.00009001431,0.0000665909,0.0003131306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001118452,"about_ca_system_score_gemma":0.00001057753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001425719,"about_ca_topic_score_gemma":0.000001959992,"domain_scores_codex":[0.9992591,0.00002887377,0.0001369162,0.0001907893,0.0002271137,0.0001572479],"domain_scores_gemma":[0.9997737,0.00001471839,0.00004195396,0.00009507689,0.000006981487,0.00006760884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000210494,0.0002716392,0.3084609,0.00001424638,0.00003138764,0.00001302413,0.01229976,0.0007824036,0.361703,0.000544264,0.1536797,0.1619892],"study_design_scores_gemma":[0.001020782,0.0002267191,0.7181743,0.000193886,0.000032699,0.00005845957,0.0005911047,0.006664583,0.193431,0.004395936,0.07438658,0.0008238708],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990479,0.00000135917,0.004123388,0.0002295652,0.0002747548,0.0001622639,0.000001366011,0.00004943952,0.004678862],"genre_scores_gemma":[0.5772462,3.560183e-7,0.4216174,0.0004447378,0.00002045995,0.00003658245,0.000006413506,0.000006553088,0.0006211936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.417494,"threshold_uncertainty_score":0.9986308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03861283597011511,"score_gpt":0.2532387074975274,"score_spread":0.2146258715274123,"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."}}