{"id":"W2010086438","doi":"10.1080/02255189.2003.9668900","title":"Flexible Networking in Research Capacity Building at the National University of Laos: Lessons for North-South Collaboration","year":2003,"lang":"en","type":"article","venue":"Canadian Journal of Development Studies/Revue canadienne d études du développement","topic":"Southeast Asian Sociopolitical Studies","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Excellence; Capacity building; Flexibility (engineering); Political science; Resource (disambiguation); Business; Public relations; Knowledge management; Engineering management; Management; Engineering; Computer science; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.005977081,0.0001637277,0.0003820159,0.0003950496,0.002852222,0.00004224401,0.0004189981,0.00008047556,0.00004255725],"category_scores_gemma":[0.002639618,0.000159769,0.00008104738,0.001227421,0.0008393212,0.0001205499,0.00005929,0.0002543826,0.000002739519],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01208355,"about_ca_system_score_gemma":0.00681738,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009577485,"about_ca_topic_score_gemma":0.9573736,"domain_scores_codex":[0.997371,0.0004348435,0.0005536379,0.0002459436,0.0003918336,0.001002769],"domain_scores_gemma":[0.9957143,0.0006360131,0.0003220027,0.00009332754,0.002697621,0.000536745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004075989,0.00004159768,0.1922008,0.00008659286,0.0005706769,0.00003737464,0.5430633,0.0003236562,0.000008909408,0.2577661,0.004826149,0.001034132],"study_design_scores_gemma":[0.001059443,0.0000790284,0.0712073,0.0003431752,0.00004927951,0.000006689262,0.482405,0.000004805836,0.00008977937,0.005497089,0.4389212,0.0003372798],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9663694,0.0008706708,0.0001952203,0.02805864,0.0008301498,0.00075688,0.00006719175,0.000006890627,0.002844946],"genre_scores_gemma":[0.9968908,0.0001498609,0.002424837,0.0001071487,0.0001956075,0.00001536271,0.000003153826,0.00001333756,0.0001999074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.947796,"threshold_uncertainty_score":0.998813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3141026072647974,"score_gpt":0.3730315660562893,"score_spread":0.05892895879149185,"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."}}