{"id":"W4229041250","doi":"10.1080/00343404.2022.2053097","title":"The contribution of students to regional economies: reframing the regional innovation systems approach","year":2022,"lang":"en","type":"article","venue":"Regional Studies","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Global Affairs Canada","funders":"","keywords":"Cognitive reframing; Regional studies; Regional innovation system; Regional science; Regional development; Unpacking; Economic geography; Political science; Sociology; Economics; Psychology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002287753,0.0001006775,0.0001729919,0.00006522872,0.003502049,0.00006861346,0.0005023946,0.00002721441,0.000008255284],"category_scores_gemma":[0.0002413748,0.0000671225,0.00005054056,0.0007674794,0.0003528908,0.00009589294,0.0001833847,0.0001310251,0.000008383376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007706424,"about_ca_system_score_gemma":0.0004213536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000509695,"about_ca_topic_score_gemma":0.0001515314,"domain_scores_codex":[0.997657,0.0002946079,0.0004074857,0.0002153434,0.001182286,0.000243257],"domain_scores_gemma":[0.9982594,0.0005762638,0.0003632737,0.0001643408,0.0006029559,0.00003375548],"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":[0.00006420153,0.0001009841,0.008392351,0.000008343533,0.0002227121,3.260735e-7,0.04380216,0.0006202784,0.00000846595,0.7036168,0.2426211,0.0005422761],"study_design_scores_gemma":[0.0001596513,0.00003251149,0.01730491,0.00001990601,0.000008362693,0.000002284232,0.1085829,0.000006409581,0.000001714798,0.001773141,0.8720212,0.00008701983],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8481567,0.0162902,0.0003854878,0.1267302,0.002476341,0.001950859,0.00001879618,0.00006982605,0.003921585],"genre_scores_gemma":[0.9893256,0.001564664,0.00009416971,0.00164478,0.0004650701,0.0007950122,0.00002305572,0.000007654102,0.006079989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7018437,"threshold_uncertainty_score":0.9977953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0755583998962855,"score_gpt":0.3714702709319163,"score_spread":0.2959118710356308,"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."}}