{"id":"W4391234506","doi":"10.53103/cjess.v4i1.204","title":"Faculty Perspectives on International Students' Educational Experiences in PPPs in Ontario","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Educational and Social Studies","topic":"Public-Private Partnership Projects","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Georgian College","funders":"","keywords":"Medical education; Psychology; Mathematics education; Pedagogy; Sociology; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0003106864,0.00009929478,0.0001425955,0.0007281773,0.0001712115,0.0003697544,0.0002072022,0.00003187001,0.0004586774],"category_scores_gemma":[0.000315222,0.00008826696,0.00004347459,0.0002696315,0.0001432196,0.0007185398,0.00002888666,0.000211393,0.00001678918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008416743,"about_ca_system_score_gemma":0.001504893,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05186085,"about_ca_topic_score_gemma":0.6180141,"domain_scores_codex":[0.9991827,0.00001135265,0.0002408404,0.0001493827,0.0002484584,0.0001672508],"domain_scores_gemma":[0.9995219,0.0001099528,0.00008441407,0.000023811,0.0002329597,0.00002703034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001417943,0.00009483253,0.6491024,0.00002430849,0.00009910903,0.00001300654,0.1501116,0.000005957837,0.000001185647,0.1881977,0.0119566,0.0003791011],"study_design_scores_gemma":[0.0001714701,0.00000771644,0.8080077,0.00009952268,0.000007142892,0.000003924839,0.14508,0.000003439485,3.279355e-7,0.0116199,0.03489897,0.00009989964],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9364453,0.001276746,1.170049e-7,0.0512045,0.001451878,0.00006194839,0.000002759734,0.000001833849,0.009554928],"genre_scores_gemma":[0.9968212,0.0000169975,0.00001683309,0.0004943194,0.001588302,0.00002486048,0.00001251332,0.000005631072,0.001019401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5661532,"threshold_uncertainty_score":0.9544529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07711835563664556,"score_gpt":0.356065611408311,"score_spread":0.2789472557716655,"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."}}