{"id":"W2160267570","doi":"","title":"Develop and Assess an Online Model for Training Internationally Educated Professionals","year":2013,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"International Student and Expatriate Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"NorQuest College","funders":"","keywords":"Training (meteorology); Medical education; Computer science; Psychology; Medicine; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003015108,0.0001560986,0.0001936531,0.0004708419,0.0003585992,0.00009190204,0.000338748,0.0001666856,0.0004379789],"category_scores_gemma":[0.0009708289,0.0001445072,0.00001853058,0.0002744247,0.0003769082,0.0003027278,0.00006037699,0.000232709,0.00001763052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007408203,"about_ca_system_score_gemma":0.00118762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001236979,"about_ca_topic_score_gemma":0.004587475,"domain_scores_codex":[0.9986967,0.00004864998,0.000252494,0.0003551311,0.0003473563,0.0002996122],"domain_scores_gemma":[0.9979178,0.0006955473,0.0001238535,0.00009216288,0.001001048,0.0001695283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001091183,0.000281588,0.002385242,0.000008302784,0.00002842888,2.543688e-7,0.02902915,7.968591e-7,0.0001397232,0.9584472,0.001639072,0.008029351],"study_design_scores_gemma":[0.0003641785,0.0000439813,0.01187408,0.00007975633,0.00001012007,0.000001656791,0.01606747,0.002425563,0.00004056062,0.9683069,0.0005706063,0.0002151414],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4380149,0.000128108,0.0001015581,0.5587174,0.001004641,0.0004279715,0.00003719752,0.00006855233,0.001499749],"genre_scores_gemma":[0.9894144,0.0002746794,0.003939718,0.0005728739,0.0007473759,0.0004015401,0.0002734737,0.00001338686,0.004362535],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5581445,"threshold_uncertainty_score":0.5892833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1942602721907144,"score_gpt":0.4043364846497324,"score_spread":0.210076212459018,"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."}}