{"id":"W3141067603","doi":"10.1002/aet2.10601","title":"The revised Approved Instructional Resources score: An improved quality evaluation tool for online educational resources","year":2021,"lang":"en","type":"article","venue":"AEM Education and Training","topic":"Innovations in Medical Education","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal College of Physicians and Surgeons of Canada; McMaster University; University of Saskatchewan; University of Alberta; University of Calgary","funders":"","keywords":"Usability; Thematic analysis; Medical education; Context (archaeology); Quality (philosophy); Psychology; Best practice; Qualitative research; Quality assurance; Medicine; Population; Computer science; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.05644887,0.0009231283,0.0019355,0.01057325,0.0007857333,0.002457645,0.001936103,0.0009450349,0.00473115],"category_scores_gemma":[0.166702,0.0006881177,0.004043764,0.006060695,0.0008099762,0.003792621,0.004237296,0.001840497,0.0009258448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002897949,"about_ca_system_score_gemma":0.005275996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001885157,"about_ca_topic_score_gemma":0.004992461,"domain_scores_codex":[0.9225137,0.03563567,0.02119819,0.002078928,0.01730963,0.00126386],"domain_scores_gemma":[0.8020645,0.1037485,0.03639563,0.006533027,0.04820784,0.003050552],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001821522,0.001436836,0.2705833,0.007895737,0.001437221,0.0002582734,0.005376095,0.002835335,0.002101516,0.002383265,0.0461189,0.657752],"study_design_scores_gemma":[0.002230763,0.005237377,0.8549181,0.007991993,0.00151223,0.001728076,0.007093483,0.01896463,0.007017303,0.005892861,0.0864358,0.0009774206],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7202384,0.00750275,0.1506863,0.006339596,0.001150795,0.04481998,0.03627354,0.003188772,0.02979993],"genre_scores_gemma":[0.5807773,0.002172036,0.3602372,0.001106318,0.0002127093,0.04340922,0.0095196,0.0002613439,0.002304306],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9435511,"threshold_uncertainty_score":0.2985337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08750222323263188,"score_gpt":0.4206584988940132,"score_spread":0.3331562756613814,"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."}}