{"id":"W32464566","doi":"","title":"TRANS-DISCIPLINARY MANAGEMENT AND PARTNERING TO BETTER COLLABORATE AND INNOVATE IN A GLOBAL CONTEXT","year":2008,"lang":"en","type":"article","venue":"","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Context (archaeology); Enthusiasm; Government (linguistics); Knowledge management; Competition (biology); Stakeholder; Project management; Public relations; Marketing; Process management; Management; Economics; Political science; Computer science","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":[0.0005703648,0.0001038361,0.000160349,0.0002713761,0.00013817,0.0001232646,0.0001473057,0.00002437789,0.000160313],"category_scores_gemma":[0.00001451008,0.00008068097,0.00001260965,0.001737734,0.00009265961,0.0003253637,0.0002249273,0.00004501929,0.00003366817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001821955,"about_ca_system_score_gemma":0.00001132679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002494879,"about_ca_topic_score_gemma":0.0004288821,"domain_scores_codex":[0.9987505,0.00003189325,0.0003506267,0.000354937,0.0003261869,0.0001858709],"domain_scores_gemma":[0.999623,0.00003668191,0.00004015613,0.0001765675,0.00005865839,0.00006493038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001069339,0.00001744908,0.6590022,0.00001315082,0.00001416718,0.00007034739,0.001068006,0.00002564419,0.00003049842,0.005306585,0.006454499,0.3278905],"study_design_scores_gemma":[0.001166118,0.00007618697,0.8578255,0.00002469843,0.000005253006,0.00004350084,0.002334021,0.001433389,0.00004321976,0.003960574,0.1328501,0.0002375034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.966593,0.00006899262,0.00124152,0.003014118,0.000116467,0.0002844094,0.000004094887,0.00002402538,0.02865333],"genre_scores_gemma":[0.9929287,0.00008427576,0.001907396,0.001027662,0.00001538766,0.00001979861,5.061581e-7,0.000002963877,0.004013351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.327653,"threshold_uncertainty_score":0.3290074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09601085425629687,"score_gpt":0.3656708637856503,"score_spread":0.2696600095293534,"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."}}