{"id":"W2888546605","doi":"10.1007/s11558-018-9322-7","title":"Concentration despite competition: The organizational ecology of technical assistance providers","year":2018,"lang":"en","type":"article","venue":"The Review of International Organizations","topic":"Innovation and Knowledge Management","field":"Business, Management and Accounting","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Organizational ecology; Competition (biology); Argument (complex analysis); Population; Corporate governance; Ecological niche; Population ecology; Ecology; Field (mathematics); Niche; Space (punctuation); Organizational theory; Economic geography; Population growth; Political science; Sociology; Biology; Economics; Social science; Management; Demography","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004787215,0.00009305667,0.0001447408,0.00007354489,0.000204304,0.0000473565,0.0005186027,0.00002787448,0.002112147],"category_scores_gemma":[0.001005684,0.00005907513,0.00004020223,0.001582094,0.000324939,0.0002351511,0.0001518432,0.0000691694,0.0001904856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004968401,"about_ca_system_score_gemma":0.00007543754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006589179,"about_ca_topic_score_gemma":0.00004882719,"domain_scores_codex":[0.9989163,0.00002722232,0.0005268561,0.0001262319,0.0003154527,0.00008791062],"domain_scores_gemma":[0.9958259,0.00007671327,0.0005401514,0.0002291098,0.003323564,0.000004501517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000438948,0.00006417847,0.005897701,0.0003135719,0.00003698224,1.33636e-7,0.00002437201,0.000003849701,0.0004799991,0.9826446,0.01039191,0.000138307],"study_design_scores_gemma":[0.001224305,0.00007205537,0.1112383,0.003700297,0.0005045802,0.00001829633,0.0005843907,0.002681373,0.00261033,0.0209119,0.8559071,0.0005470953],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004917505,0.003197404,0.03378326,0.1751994,0.003407302,0.002890467,0.00004655063,0.0002371712,0.7763209],"genre_scores_gemma":[0.9883283,0.0007669762,0.0003207021,0.009219604,0.0007755494,0.00001961831,0.000175754,0.00001601296,0.0003774854],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9834108,"threshold_uncertainty_score":0.9988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009423878463421862,"score_gpt":0.2500133455336128,"score_spread":0.240589467070191,"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."}}