{"id":"W2901821287","doi":"10.5465/ambpp.2012.17057abstract","title":"Knowledge Integration in Complex Collaboration","year":2012,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Team Dynamics and Performance","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Domain knowledge; Knowledge management; Multidisciplinary approach; Knowledge integration; Body of knowledge; Descriptive knowledge; Tree traversal; Personal knowledge management; Transcendence (philosophy); Knowledge engineering; Computer science; Psychology; Epistemology; Sociology; Organizational learning","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004605671,0.0000941926,0.0001196676,0.000231457,0.00002958091,0.00001305245,0.0001548322,0.00009174637,0.0002042998],"category_scores_gemma":[0.000005124744,0.00009341889,0.00002014938,0.0004969182,0.00003260784,0.0004134478,0.00005331245,0.0001381909,0.0001145104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004532018,"about_ca_system_score_gemma":0.000001650796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000617608,"about_ca_topic_score_gemma":0.0000018623,"domain_scores_codex":[0.9992455,0.000008178136,0.0002651897,0.0001426904,0.0001038218,0.000234669],"domain_scores_gemma":[0.9997672,0.000009842372,0.0001239469,0.00003586857,0.00002705543,0.00003611469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00005683206,0.0002707588,0.06621986,0.0001306629,0.00003122013,1.050193e-7,0.009307513,0.00000131032,0.0007869194,0.8217649,0.03123437,0.07019555],"study_design_scores_gemma":[0.0006299105,0.00004140788,0.8725517,0.00005294772,0.00002132374,0.000001290095,0.004181374,0.0008742787,0.0002522084,0.0009463076,0.1202946,0.0001527139],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7762895,0.0002274257,0.0001160178,0.0007662014,0.0001488751,0.0003359955,0.000002374167,0.00003494983,0.2220787],"genre_scores_gemma":[0.9961917,0.00006528212,0.000723796,0.0001954528,0.0001037252,0.00006181653,0.000008550681,0.00001074317,0.002638893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8208186,"threshold_uncertainty_score":0.3809512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05111581109338679,"score_gpt":0.3637701262338289,"score_spread":0.3126543151404421,"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."}}