{"id":"W6991092018","doi":"","title":"An examination of the orientation needs of international students at the Humber College Institute of Technology &amp; Advanced Learning","year":2012,"lang":"en","type":"dissertation","venue":"Memorial University Research Repository (Memorial University)","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Orientation (vector space); Sample (material); Schedule; Ideal (ethics); Hierarchy; Needs assessment","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":[0.001868248,0.0002065365,0.0001920698,0.0008619349,0.001641332,0.001510116,0.000401393,0.0004448479,0.001663387],"category_scores_gemma":[0.005115175,0.0001870106,0.0001447686,0.0007295203,0.0005660259,0.0007024397,0.001310938,0.0007702513,0.0003196446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001956654,"about_ca_system_score_gemma":0.003742859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02226964,"about_ca_topic_score_gemma":0.05808173,"domain_scores_codex":[0.9989616,0.0002772118,0.00005926829,0.00004945604,0.0002875257,0.0003649466],"domain_scores_gemma":[0.9959118,0.0006472192,0.0008803331,0.00007620395,0.001072095,0.001412433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007698671,0.0009360414,0.8578421,0.0001345287,0.000009302727,0.000497196,0.09533209,0.00008024322,0.001823481,0.0005237134,0.001879142,0.04086518],"study_design_scores_gemma":[0.000005080862,0.0004315186,0.6661141,0.000046596,0.000006016469,0.0002305784,0.3265718,0.0001862961,0.0005306182,0.0001196373,0.005740682,0.00001713848],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986204,0.00001802977,0.00002352622,0.0001937037,0.00000320971,0.00001377235,0.00001865552,0.000001047462,0.001107726],"genre_scores_gemma":[0.9981299,0.00009153886,0.000156488,0.0001318575,0.000005892643,0.00003370065,0.00005145674,0.000001367138,0.001397683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02226964,"threshold_uncertainty_score":0.04428005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02993699985003243,"score_gpt":0.3372864835897731,"score_spread":0.3073494837397407,"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."}}