{"id":"W2081711362","doi":"10.1111/j.1365-2923.2009.03610.x","title":"Reading means more than deciphering the words on the page","year":2010,"lang":"en","type":"article","venue":"Medical Education","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Biostatistics; Citation; Reading (process); Library science; Computer science; Medicine; Philosophy; Epidemiology; Linguistics; 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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001124408,0.00009149119,0.0001245242,0.00002202226,0.0001468233,0.00002623147,0.0001890105,0.0001273898,0.001404258],"category_scores_gemma":[0.1621344,0.00004232085,0.00007263654,0.0001651892,0.000194704,0.00001765901,0.00002994514,0.0007781168,0.0001247479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002653899,"about_ca_system_score_gemma":0.0006085327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001365677,"about_ca_topic_score_gemma":0.00004652593,"domain_scores_codex":[0.9988102,0.00005226141,0.0002041613,0.0001755155,0.0005751522,0.0001827568],"domain_scores_gemma":[0.9897674,0.009345866,0.00006132654,0.0005228562,0.00006372263,0.0002387927],"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":[0.0001207116,0.00171161,0.08016197,0.00002691217,0.00007718437,0.00002315232,0.006679101,0.000002775729,0.0006523242,0.02623908,0.2245374,0.6597678],"study_design_scores_gemma":[0.001634761,0.0004131414,0.7364774,0.005640282,0.000308679,0.0002445471,0.006923885,0.004443815,0.001315204,0.004043549,0.2381304,0.0004243697],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8166537,0.00003461185,0.0001065822,0.1697634,0.001641183,0.0001898702,5.308339e-7,0.00004250641,0.01156762],"genre_scores_gemma":[0.9752589,0.00004357173,0.0001843738,0.02153862,0.001405466,0.0000628302,0.00001367542,0.00001429084,0.001478307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6593434,"threshold_uncertainty_score":0.9995086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01780742874395911,"score_gpt":0.3629917723502269,"score_spread":0.3451843436062678,"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."}}