{"id":"W4283646149","doi":"10.36834/cmej.73734","title":"Eleven ways to get a grip on the implementation of remote administration of high-stakes assessments","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Certification; Administration (probate law); Political science; Humanities; Psychology; Library science; Computer science; Law; Art","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.3547326,0.001859009,0.001616668,0.005240502,0.007398793,0.02391117,0.00728716,0.01042003,0.02064656],"category_scores_gemma":[0.4367113,0.002472801,0.002401211,0.004790097,0.0185328,0.03456166,0.02469152,0.02118538,0.0055527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01139315,"about_ca_system_score_gemma":0.06655906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01298167,"about_ca_topic_score_gemma":0.0222122,"domain_scores_codex":[0.5637439,0.3455788,0.02164214,0.0137245,0.03947872,0.01583194],"domain_scores_gemma":[0.3921911,0.3378209,0.03842894,0.09337768,0.09860995,0.03957153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001747194,0.002024719,0.04289324,0.003012695,0.0005406447,0.0002287351,0.02465447,0.001420561,0.001883192,0.08181217,0.04109513,0.7986872],"study_design_scores_gemma":[0.004839628,0.006923712,0.2061836,0.04035938,0.001310363,0.0009152729,0.07516987,0.01016431,0.01432959,0.1922203,0.4450357,0.002548275],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.09717186,0.0125419,0.188283,0.5985795,0.005522851,0.005462418,0.0006405418,0.004887709,0.08691034],"genre_scores_gemma":[0.5356635,0.006069963,0.3772458,0.05398769,0.00103562,0.007294992,0.0006691513,0.001023981,0.01700926],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3547326,"threshold_uncertainty_score":0.7957295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02970402092232889,"score_gpt":0.3898177952444006,"score_spread":0.3601137743220717,"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."}}