{"id":"W2166612973","doi":"10.1177/1054773809341730","title":"Patient Demographics and Learning Needs: Examination of Relationship","year":2009,"lang":"en","type":"article","venue":"Clinical Nursing Research","topic":"Cardiac Health and Mental Health","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Canadian Institutes of Health Research","keywords":"Demographics; Medicine; Psychological intervention; Patient education; Family medicine; Nursing; Demography","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00241849,0.0001266164,0.0002854785,0.0009960732,0.0005503593,0.0005644409,0.0003472415,0.0003615754,0.006263723],"category_scores_gemma":[0.01855772,0.0001227936,0.0003139198,0.0007467089,0.0004639945,0.0007813229,0.000872439,0.001026418,0.0002549439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004732555,"about_ca_system_score_gemma":0.0008056302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008997495,"about_ca_topic_score_gemma":0.001092147,"domain_scores_codex":[0.9983224,0.0008239741,0.0002245223,0.0001001188,0.0003556826,0.0001731334],"domain_scores_gemma":[0.9761066,0.01441059,0.00551068,0.0003797958,0.001650181,0.00194212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009699295,0.0001964022,0.9929764,0.00004054461,0.00003785468,0.00007628842,0.0008859746,0.00003428258,0.00003983693,0.00005823444,0.0001832396,0.005373871],"study_design_scores_gemma":[0.00001069298,0.0003567809,0.9942275,0.00003400059,0.0000300323,0.0004812221,0.00374971,0.0002945079,0.0000671227,0.0001992957,0.0005391987,0.000009984952],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979275,0.0001291403,0.00008059658,0.000351421,0.000004983706,0.0000292838,0.0001242946,0.000002823014,0.001349893],"genre_scores_gemma":[0.9996608,0.00004945546,0.0001095342,0.00003068541,0.000003558868,0.00002364439,0.00004672936,7.402948e-7,0.00007485292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006263723,"threshold_uncertainty_score":0.02095425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1943367302993902,"score_gpt":0.5466070110738969,"score_spread":0.3522702807745067,"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."}}