{"id":"W2008165502","doi":"10.2196/ijmr.3955","title":"Patterns of Technology Use in Patients Attending a Cardiopulmonary Outpatient Clinic: A Self-Report Survey","year":2015,"lang":"en","type":"article","venue":"Interactive Journal of Medical Research","topic":"Cardiac Health and Mental Health","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Component (thermodynamics); Face (sociological concept); Health care delivery; Health care; Outpatient clinic; Family medicine; Medical emergency; Internal medicine; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01742692,0.0001245671,0.0008385212,0.00140964,0.00002998575,0.000009346667,0.0002450947,0.0003002251,0.00006545655],"category_scores_gemma":[0.02829288,0.00009437645,0.0001748273,0.0006495554,0.0001065699,0.0001861296,0.000248564,0.00281386,0.00001670451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001322904,"about_ca_system_score_gemma":0.003190569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00274199,"about_ca_topic_score_gemma":0.0002219644,"domain_scores_codex":[0.9921496,0.001304008,0.00155289,0.0002290212,0.004199446,0.0005650663],"domain_scores_gemma":[0.9936079,0.001898628,0.0005180383,0.0002790131,0.002300761,0.001395648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004430022,0.001689157,0.9707038,0.0001425995,0.0000810622,0.002846738,0.0006311776,1.524223e-7,0.000005911039,0.000001398637,0.001620498,0.01784747],"study_design_scores_gemma":[0.005119612,0.005808058,0.9778116,0.00211921,0.00002060245,0.001286728,0.002134925,0.00002670459,0.0001213647,0.00001703857,0.005464609,0.00006959769],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962405,0.0001683233,0.00004200033,0.001853902,0.0008761228,0.0005106138,0.00001985157,0.000006423499,0.0002822466],"genre_scores_gemma":[0.9990779,0.0003382988,0.0001309881,0.0001643744,0.0001781388,0.00001072191,0.00001874433,0.00001876505,0.00006204088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01777788,"threshold_uncertainty_score":0.9994867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1732483244417186,"score_gpt":0.5231743758039844,"score_spread":0.3499260513622658,"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."}}