{"id":"W6995565998","doi":"","title":"Passport to Prosperity: Enhancing Student Advising and Support for International Students at an Ontario College","year":2024,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Seed and Plant Biochemistry","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Academic advising; Plan (archaeology); Higher education; International education; Strategic planning","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004203027,0.0002010872,0.0001801726,0.00005347972,0.0002517939,0.0004480128,0.0005433862,0.0001311867,0.0001547609],"category_scores_gemma":[0.0000141813,0.0001196295,0.00007555643,0.0001751406,0.00002884745,0.000604271,0.0003903568,0.0001878609,0.00002769727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004130421,"about_ca_system_score_gemma":0.00004703462,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006751349,"about_ca_topic_score_gemma":0.09826626,"domain_scores_codex":[0.9984278,0.00003623934,0.0001801986,0.0006059409,0.0004485337,0.0003012587],"domain_scores_gemma":[0.9993926,0.00007014281,0.00004941279,0.00008334689,0.0001288887,0.0002756047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001005145,0.00007599624,0.9484928,0.00001920272,0.00005179045,0.0001331704,0.0005094779,7.333757e-7,0.04939634,0.000009097746,0.000003260908,0.001207667],"study_design_scores_gemma":[0.0002674218,0.0002367655,0.9626573,0.0001301316,0.00005374258,0.00004458431,0.0005852652,3.565487e-7,0.007526412,0.00001217394,0.02821757,0.000268244],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982761,0.00003039374,0.000005432377,0.0001822041,0.0005051887,0.0004765606,0.0002729081,0.00009431379,0.0001569666],"genre_scores_gemma":[0.9828711,0.000009321647,0.00002244949,0.0002130717,0.0002153803,0.000004650492,0.0002830245,0.000003295782,0.01637767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09819874,"threshold_uncertainty_score":0.918188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05936462877927733,"score_gpt":0.3146994603386335,"score_spread":0.2553348315593562,"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."}}