{"id":"W4245537615","doi":"10.1007/978-1-4939-7131-2_100114","title":"Coauthorship Networks","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Collaboration in agile enterprises","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001688469,0.0003012042,0.0002515091,0.0002506551,0.0001209546,0.0004969332,0.0002936839,0.0002866674,0.05389499],"category_scores_gemma":[0.00004199453,0.0002824721,0.0001031778,0.00008111128,0.00008899243,0.0004093497,0.0002582694,0.0002102786,0.01078396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000334484,"about_ca_system_score_gemma":0.00002067745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002439852,"about_ca_topic_score_gemma":0.0002205329,"domain_scores_codex":[0.9988823,0.000001727358,0.0003061995,0.0003484401,0.000260622,0.0002007107],"domain_scores_gemma":[0.998891,0.0000353192,0.0002968827,0.0003888451,0.0003767582,0.00001118207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001212568,0.000004145913,0.00007571949,0.00002953808,0.00002442764,0.000005788366,0.000003141657,0.00002696815,2.365898e-7,0.4626615,0.5359969,0.001159501],"study_design_scores_gemma":[0.000102985,0.00000404312,0.00001585926,0.0000960495,0.00005779791,5.721145e-7,0.000007202998,0.001473668,4.181484e-7,0.03654724,0.9613689,0.0003253181],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000007188459,0.0001083503,0.006188666,0.0003384055,0.001984311,0.0002428229,0.00000259327,0.0003600421,0.9907676],"genre_scores_gemma":[0.008974421,0.00001810186,0.00007869081,0.003769165,0.0121303,0.00001049552,0.000125747,0.00009414749,0.9747989],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4261143,"threshold_uncertainty_score":0.9999627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02402818623709115,"score_gpt":0.2227060093604976,"score_spread":0.1986778231234064,"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."}}