{"id":"W1603997052","doi":"","title":"Internet Mediated Assessment for Learning: Development of Objective Assessment of Skills in Health Care Education","year":2008,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"The Internet; Medical education; Health care; Psychology; Medicine; Computer science; Political science; World Wide Web","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":[0.000687898,0.0001426408,0.0003357862,0.0008583539,0.0002193986,0.00001176561,0.0002558829,0.0001372197,0.0002614613],"category_scores_gemma":[0.001770723,0.0001511738,0.00002522152,0.0008733256,0.000559239,0.0001297585,0.0000361123,0.0004230435,0.000003878525],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005035307,"about_ca_system_score_gemma":0.01779413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003594826,"about_ca_topic_score_gemma":0.002837072,"domain_scores_codex":[0.9981409,0.0002726633,0.0005744707,0.0003340086,0.0004073898,0.0002705076],"domain_scores_gemma":[0.9965843,0.001742874,0.0006572632,0.0001388948,0.0007540885,0.0001225746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001288107,0.001100224,0.4190616,0.0001089217,0.00003603234,2.223381e-7,0.1245374,0.000004536083,0.0001159788,0.4427475,0.0006247248,0.01164995],"study_design_scores_gemma":[0.0008598997,0.0003650723,0.8947964,0.000523048,0.00001668505,0.000002569858,0.03157919,0.00004006571,0.0006954867,0.04189811,0.02886113,0.0003623058],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6381879,0.0008588294,0.0005127689,0.3419544,0.003185841,0.001806554,0.00001815193,0.0001089571,0.01336667],"genre_scores_gemma":[0.9736376,0.0002524793,0.02387174,0.00008170876,0.0001180513,0.0004890909,0.0001390742,0.00001114119,0.001399103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4757348,"threshold_uncertainty_score":0.9877741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04073952850775887,"score_gpt":0.4013842943959517,"score_spread":0.3606447658881928,"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."}}