{"id":"W7114625907","doi":"","title":"A global PhD network for research and collaboration:Frontline research – Part II","year":2025,"lang":"en","type":"other","venue":"University of Southern Denmark Research Portal (University of Southern Denmark)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Global network; Higher education; The Internet; Field (mathematics); Curriculum","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01121061,0.0005928518,0.0005402999,0.002071667,0.005182819,0.01122657,0.0013189,0.004680243,0.2752404],"category_scores_gemma":[0.01283027,0.0004718798,0.0003253515,0.003231812,0.002001957,0.006688339,0.0110447,0.003173054,0.163879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003619546,"about_ca_system_score_gemma":0.0156942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004348047,"about_ca_topic_score_gemma":0.01218999,"domain_scores_codex":[0.9942855,0.001571937,0.0001634231,0.0006967171,0.00210261,0.00117981],"domain_scores_gemma":[0.9594229,0.003560727,0.0006556452,0.001974561,0.007051731,0.02733429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005438008,0.00003466922,0.0003185915,0.0001720647,0.000002469906,0.00003666097,0.0005754669,0.00002258824,0.0006554922,0.005646033,0.9580718,0.03440987],"study_design_scores_gemma":[0.00001622593,0.00001810385,0.0005932194,0.00006925462,9.248442e-7,0.00002565703,0.0007102172,0.00002560638,0.0001152737,0.0008683011,0.9975513,0.000006007087],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005381886,0.003522877,0.00373643,0.102515,0.02690406,0.001491012,0.01551578,0.001781186,0.8391518],"genre_scores_gemma":[0.0199156,0.002079469,0.004509331,0.01706398,0.004988658,0.001811337,0.009443823,0.001704894,0.9384829],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2752404,"threshold_uncertainty_score":0.9207708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0685965270561746,"score_gpt":0.3269589911947379,"score_spread":0.2583624641385633,"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."}}