{"id":"W4389198632","doi":"10.21125/iceri.2023.0328","title":"INTERNATIONAL STUDENTS IN ONTARIO SECONDARY SCHOOLS","year":2023,"lang":"en","type":"article","venue":"ICERI proceedings","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Mathematics education; Political science; Computer science; Mathematics","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":[0.0005952689,0.0003750006,0.0005239397,0.001788291,0.01229503,0.003621913,0.0008842393,0.0006929507,0.08800299],"category_scores_gemma":[0.001248919,0.0004004299,0.0003535037,0.005082144,0.001060705,0.0009171143,0.002527244,0.0007222346,0.007904539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02714784,"about_ca_system_score_gemma":0.05842401,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9554392,"about_ca_topic_score_gemma":0.9907323,"domain_scores_codex":[0.9988651,0.00005584527,0.00003590517,0.0001487386,0.0003057454,0.0005885617],"domain_scores_gemma":[0.9973121,0.00005434156,0.0001657837,0.00004563645,0.0006794952,0.001742798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003836146,0.0005517558,0.6161105,0.0004526471,0.00002795491,0.001694544,0.1355464,0.0000913343,0.002252073,0.008798189,0.1403653,0.09372569],"study_design_scores_gemma":[0.00003293904,0.00013242,0.6558962,0.0002604949,0.00001936907,0.0001652201,0.1210308,0.0001066822,0.0003797891,0.0002538571,0.2216925,0.00002972702],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7804989,0.001002508,0.0001092974,0.005021651,0.0002480997,0.0002792108,0.006611961,0.00008346517,0.2061449],"genre_scores_gemma":[0.5811395,0.001237531,0.000213103,0.0008567201,0.00004557845,0.0001054312,0.002012964,0.00005174753,0.4143374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08800299,"threshold_uncertainty_score":0.2943993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03341787284250532,"score_gpt":0.3628502675370249,"score_spread":0.3294323946945196,"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."}}