{"id":"W2037734255","doi":"10.1080/13662710601032846","title":"The Corporate Partners of Higher Education Associations: A Social Network Analysis","year":2006,"lang":"en","type":"article","venue":"Industry and Innovation","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Higher education; Association (psychology); Public relations; Professional association; Business; Nonprofit organization; Marketing; Political science; Psychology; Economic growth; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00109642,0.0001429852,0.0001927947,0.003930933,0.0008950876,0.001271365,0.0002726478,0.0003569929,0.001759879],"category_scores_gemma":[0.004245651,0.0001100022,0.0002363261,0.004516929,0.0005273324,0.001737221,0.0009615523,0.0002490857,0.0001444796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006171212,"about_ca_system_score_gemma":0.0005943372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008213235,"about_ca_topic_score_gemma":0.01327603,"domain_scores_codex":[0.9992804,0.000415338,0.00003753796,0.00008689981,0.0001085752,0.0000713214],"domain_scores_gemma":[0.9955064,0.002971081,0.0007836321,0.0001315289,0.0003007536,0.00030662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001839246,0.0001822984,0.9331856,0.0001101194,0.0002284967,0.0003368367,0.010412,0.001819277,0.00108036,0.009169834,0.001325469,0.04196572],"study_design_scores_gemma":[0.0000411509,0.0001783995,0.8865409,0.0001171909,0.0003578532,0.0005591575,0.03403164,0.06041463,0.0006250787,0.008457205,0.008632888,0.0000439481],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956043,0.0001079802,0.001593395,0.0002235764,0.000003375944,0.00002584212,0.0002601039,0.000005833014,0.002175704],"genre_scores_gemma":[0.9980008,0.0000877257,0.001357528,0.000009993583,0.000005616042,0.00001912884,0.0002755526,0.000001578864,0.0002421556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008213235,"threshold_uncertainty_score":0.01633084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05359163733275354,"score_gpt":0.3625603598498307,"score_spread":0.3089687225170772,"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."}}