{"id":"W6894241266","doi":"10.5281/zenodo.8323419","title":"Institutional Readiness and Capacity for Internationalization of Philippine Public Administration Universities and Colleges","year":2023,"lang":"en","type":"preprint","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SNC-Lavalin (Canada)","funders":"","keywords":"Internationalization; Higher education; Reputation; Comparability; Commission; Government (linguistics); Quality (philosophy)","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":[0.007421372,0.0002391687,0.0002035003,0.003339414,0.001357595,0.004655503,0.0006310104,0.0004038167,0.005049219],"category_scores_gemma":[0.02028824,0.00015587,0.0002395649,0.002531907,0.001278648,0.002361774,0.003546867,0.0007231843,0.0005362258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002188921,"about_ca_system_score_gemma":0.005674023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005701667,"about_ca_topic_score_gemma":0.007008404,"domain_scores_codex":[0.9950539,0.001981366,0.000353564,0.0002881934,0.001143127,0.001179825],"domain_scores_gemma":[0.979084,0.003871668,0.004819339,0.001178543,0.005627718,0.005418903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007126938,0.0003414171,0.8920007,0.0002461289,0.00004365785,0.0003314558,0.02111813,0.0005074225,0.0008642091,0.002812406,0.00152646,0.08013675],"study_design_scores_gemma":[0.000004526667,0.000223376,0.9172564,0.0001835045,0.00002028921,0.0001438007,0.07038954,0.0006452688,0.001050618,0.0006439259,0.009401539,0.0000372522],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986221,0.000214397,0.0004447902,0.0005938592,0.00001223321,0.00007174081,0.0001182555,0.00002851424,0.01229522],"genre_scores_gemma":[0.9987691,0.0001247401,0.0002559573,0.00004202967,0.000003938017,0.00002226532,0.00008750018,0.000004296001,0.0006901282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007421372,"threshold_uncertainty_score":0.03924847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09013528977975725,"score_gpt":0.3115614661682021,"score_spread":0.2214261763884448,"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."}}