{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006481064,0.0001527261,0.0002886204,0.0001147786,0.001642833,0.00009403963,0.0006413268,0.0002582683,0.007025364],"category_scores_gemma":[0.004274338,0.0001033202,0.00007185562,0.0001142147,0.00008689903,0.002259155,0.0002842945,0.0005731775,0.00008627402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003555629,"about_ca_system_score_gemma":0.005487355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002177294,"about_ca_topic_score_gemma":0.00005585075,"domain_scores_codex":[0.9941104,0.002405263,0.002054385,0.0001992638,0.0009640738,0.0002666264],"domain_scores_gemma":[0.9946548,0.0004867635,0.00242655,0.001012342,0.001169381,0.0002501421],"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":[0.0002038908,0.002769322,0.3124129,0.001215389,0.00007175359,4.589044e-8,0.1083282,0.000002092483,0.00009104687,0.007046717,0.09646679,0.4713918],"study_design_scores_gemma":[0.00122821,0.00008478946,0.9351768,0.0002656161,0.00003011954,0.000001352785,0.01890194,0.001937483,0.0001541505,0.001613553,0.0404848,0.000121161],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.953384,0.000005563447,0.009465224,0.02093907,0.007808834,0.003334747,0.0000529836,0.00002926413,0.004980259],"genre_scores_gemma":[0.952261,0.000006866504,0.03590179,0.008145623,0.0006028019,0.002077426,0.0002825546,0.00001109632,0.0007107913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6227639,"threshold_uncertainty_score":0.9996569,"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."}}