{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002204266,0.0001515966,0.0002003731,0.0001133249,0.0006895711,0.0001485058,0.0001009761,0.0001108872,0.000142954],"category_scores_gemma":[0.006371254,0.0001267802,0.0000632215,0.0004578422,0.0001960808,0.0002118055,0.00002022281,0.0002441165,0.00000191817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001579271,"about_ca_system_score_gemma":0.002849727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002356966,"about_ca_topic_score_gemma":0.00003718291,"domain_scores_codex":[0.9980534,0.0002077193,0.00060577,0.0004326894,0.0004765446,0.0002238422],"domain_scores_gemma":[0.9971234,0.0003923819,0.0002693083,0.0003941732,0.00171918,0.0001015602],"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":[0.0001021579,0.0005379044,0.002631645,0.0000992498,0.00004749441,5.133433e-8,0.004486495,0.000002613468,0.001433849,0.01181774,0.001661043,0.9771798],"study_design_scores_gemma":[0.002446168,0.0002086991,0.7499024,0.000218322,0.0002322199,0.0001366402,0.02739164,0.007683459,0.0001946923,0.01004733,0.201212,0.0003264096],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.965052,0.0006528884,0.0002388829,0.03118474,0.001276584,0.0007964767,0.00001447056,0.00003900278,0.0007449584],"genre_scores_gemma":[0.9280735,0.00005052351,0.05913529,0.004344315,0.002898608,0.0007234704,0.002482646,0.00003475253,0.002256878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9768534,"threshold_uncertainty_score":0.7627447,"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."}}