{"id":"W2111717593","doi":"10.47678/cjhe.v45i2.184331","title":"Preparing Students in Professional Programs for Rural Practice: A Case Study","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Queen's University","funders":"","keywords":"Rural management; Experiential learning; Professional development; Rural area; Value (mathematics); Medical education; Reflective practice; Psychology; Pedagogy; Sociology; Rural development; Medicine; Computer science; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002343599,0.0000741078,0.0001260534,0.0002085279,0.0002399036,0.0001684291,0.0002347996,0.00006159402,0.00005038075],"category_scores_gemma":[0.0005588879,0.00007022454,0.00003893471,0.000324958,0.00007044418,0.0005237133,0.000006932489,0.0001554803,0.000005660964],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001268523,"about_ca_system_score_gemma":0.01546988,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1190301,"about_ca_topic_score_gemma":0.3078648,"domain_scores_codex":[0.9985171,0.0004040623,0.0003582147,0.0001056451,0.000346398,0.0002686121],"domain_scores_gemma":[0.9979115,0.00009800739,0.0002355267,0.0001128484,0.0008941112,0.0007479637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000267777,0.0009134114,0.8565785,0.000005809073,0.00001630301,0.00003511945,0.1086926,0.000003377676,3.069728e-7,0.0004974299,0.03025384,0.002976486],"study_design_scores_gemma":[0.000727852,0.0002035484,0.1549099,0.00005041025,0.00003603293,0.0001249244,0.2684194,2.713016e-7,4.227856e-7,0.001368232,0.5740414,0.0001175522],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856243,0.0003236703,0.000003259686,0.005208225,0.007065054,0.0008862008,8.742587e-7,0.000005826939,0.0008825842],"genre_scores_gemma":[0.9903058,9.020571e-7,0.0006742373,0.0002947286,0.0005757542,0.00009660413,0.00000256267,0.00000867521,0.008040673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7016686,"threshold_uncertainty_score":0.9901115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07538614583735138,"score_gpt":0.4739927290342,"score_spread":0.3986065831968487,"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."}}