{"id":"W2150443611","doi":"10.1126/science.1106340","title":"Team Assembly Mechanisms Determine Collaboration Network Structure and Team Performance","year":2005,"lang":"en","type":"article","venue":"Science","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":1148,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"National Institute of General Medical Sciences","keywords":"Network structure; Work (physics); Knowledge management; Team composition; Computer science; Phase (matter); Engineering; Distributed computing","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":[0.0002911167,0.0001067694,0.0001231366,0.00006220528,0.0003723656,0.0001593877,0.0002450789,0.00001900539,0.0000789872],"category_scores_gemma":[0.000004068569,0.00009391908,0.00001921689,0.0008223345,0.0001100122,0.0005040619,0.0001071814,0.00008736857,0.000005809769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004587469,"about_ca_system_score_gemma":0.00008764787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009587299,"about_ca_topic_score_gemma":0.00003459317,"domain_scores_codex":[0.9990486,0.00001439464,0.0001468689,0.0002812127,0.0002333773,0.0002755311],"domain_scores_gemma":[0.9994942,0.00001548399,0.00008848313,0.0002276512,0.00009971851,0.00007448711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001985675,0.00009310985,0.09359276,0.00001336738,0.00003476966,4.383981e-7,0.0007455144,0.01478924,0.170791,0.05097331,0.008793696,0.660153],"study_design_scores_gemma":[0.0004290106,0.0002314704,0.03417875,0.0000653988,0.00005992559,0.000006061212,0.0002046457,0.712909,0.1881326,0.03478782,0.02826485,0.0007303761],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9782496,0.00004549811,0.01761187,0.0001268732,0.00007150522,0.0001508055,0.000004659733,0.00006118802,0.003678004],"genre_scores_gemma":[0.972601,0.000003666093,0.0267043,0.00006893831,0.0003877791,0.000007798892,0.00000468429,0.000005891872,0.0002159698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6981198,"threshold_uncertainty_score":0.3829909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005424297446348432,"score_gpt":0.2468048287048288,"score_spread":0.2413805312584803,"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."}}