{"id":"W4233159212","doi":"10.22215/etd/2012-06750","title":"Looking for an ounce of prevention : the potential for diagnostic assessment in academic acculturation","year":2012,"lang":"en","type":"dissertation","venue":"","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Canadian Heritage; Library and Archives Canada","funders":"","keywords":"Fluid ounce (US); Acculturation; Humanities; Library science; Psychology; Political science; Computer science; Art; Immigration; Law","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":[0.005872334,0.0001121853,0.0001591491,0.00007924962,0.0004247613,0.00007645095,0.000305942,0.0002999025,0.00008523929],"category_scores_gemma":[0.005206355,0.00008699609,0.00008714713,0.0001085999,0.00003132489,0.001163729,0.000008331241,0.0003048163,0.000001699201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001638666,"about_ca_system_score_gemma":0.0005420077,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009803701,"about_ca_topic_score_gemma":0.02667195,"domain_scores_codex":[0.9980694,0.0005585651,0.0004335724,0.00019951,0.0005399116,0.0001990547],"domain_scores_gemma":[0.9966254,0.002001774,0.0008369673,0.0001143812,0.0003880451,0.00003347621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006666923,0.001129409,0.005264814,0.001125954,0.0002643177,1.669802e-7,0.1781456,0.003234766,0.01441758,0.3577174,0.005936495,0.4320968],"study_design_scores_gemma":[0.003041694,0.0009726862,0.561001,0.001279299,0.001978701,7.455618e-7,0.299584,0.01013246,0.001962906,0.07595138,0.04279584,0.001299246],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.883423,0.0009513055,0.05817654,0.00728467,0.00606911,0.0150477,0.00006475637,0.000142358,0.02884052],"genre_scores_gemma":[0.9881548,0.0001375308,0.002943931,0.00003340524,0.0005339965,0.0007612162,0.0008125194,0.00001518191,0.006607457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5557362,"threshold_uncertainty_score":0.9910887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1805974975842867,"score_gpt":0.5508176106701167,"score_spread":0.37022011308583,"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."}}