{"id":"W4410870740","doi":"10.17159/sajs.2025/21670","title":"A unique research and innovation partnership celebrates three decades: South Africa and Canada move forward with a renewed vision","year":2025,"lang":"en","type":"article","venue":"South African Journal of Science","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Public Works and Government Services Canada","funders":"","keywords":"Regional science; Economic geography; Political science; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01170981,0.0001178858,0.0002260912,0.001697324,0.001295925,0.0004620423,0.0008380493,0.00007314981,0.000007425338],"category_scores_gemma":[0.003343487,0.00008879088,0.00001568795,0.008586597,0.005408487,0.000532992,0.0002124253,0.0005843401,3.262209e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004351093,"about_ca_system_score_gemma":0.009058797,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02754264,"about_ca_topic_score_gemma":0.1071268,"domain_scores_codex":[0.9960771,0.0002771712,0.0003957925,0.0003399044,0.002212743,0.0006973335],"domain_scores_gemma":[0.9960405,0.0005736946,0.0002739627,0.0002075999,0.00257542,0.0003288688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001480539,0.000191276,0.3532842,0.0001879436,0.0001027739,0.0002391413,0.2818152,0.00006948025,0.01026774,0.3242702,0.007936411,0.02015507],"study_design_scores_gemma":[0.002029655,0.002823747,0.05314529,0.001647846,0.00005113896,0.0000449277,0.7276617,0.0006697915,0.009690608,0.1832085,0.0181637,0.0008631612],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9764805,0.0001939883,0.001700218,0.005891826,0.00005884964,0.0003915814,0.000005196837,0.00002046898,0.01525734],"genre_scores_gemma":[0.9968891,0.00001880122,0.002447144,0.0000562104,0.00004215302,0.00001042237,1.357677e-7,0.0000069839,0.0005290582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4458465,"threshold_uncertainty_score":0.9972982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1044857725105193,"score_gpt":0.4195323522028728,"score_spread":0.3150465796923535,"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."}}