{"id":"W2604238903","doi":"10.2196/mededu.6415","title":"When Educational Material Is Delivered: A Mixed Methods Content Validation Study of the Information Assessment Method","year":2017,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Health Literacy and Information Accessibility","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Fonds de Recherche du Québec - Santé; Association des pharmaciens du Canada; Canadian Medical Association; McGill University","keywords":"Content (measure theory); Information retrieval; Computer science; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.3004733,0.0009890741,0.00134233,0.004782414,0.004169619,0.005447153,0.00255004,0.001856129,0.001401717],"category_scores_gemma":[0.4126583,0.001268059,0.002020924,0.003933632,0.003709506,0.003920711,0.003145224,0.001843132,0.000402675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01042373,"about_ca_system_score_gemma":0.01299775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005301332,"about_ca_topic_score_gemma":0.006160187,"domain_scores_codex":[0.7567202,0.1923846,0.0170489,0.008739129,0.0223538,0.002753312],"domain_scores_gemma":[0.4762618,0.3998205,0.03056208,0.0205223,0.07117102,0.001662353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.002839904,0.008031828,0.1980007,0.006749451,0.001021777,0.0004890102,0.4766505,0.001270827,0.006006381,0.004670359,0.0018733,0.292396],"study_design_scores_gemma":[0.004854763,0.04067131,0.4703541,0.01625701,0.003535569,0.001189602,0.3314081,0.02687939,0.03848341,0.007746323,0.05752515,0.00109531],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9109994,0.0008291448,0.04145944,0.0005467336,0.000133142,0.04094425,0.000394701,0.00007743946,0.004615735],"genre_scores_gemma":[0.803916,0.0007058606,0.1259657,0.001140312,0.00008897248,0.06668604,0.0004365198,0.0001203714,0.0009401925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3004733,"threshold_uncertainty_score":0.862641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1021204677367799,"score_gpt":0.5908352928954517,"score_spread":0.4887148251586718,"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."}}