{"id":"W2239681109","doi":"","title":"Integrating Information Systems and Healthcare Research to Understand Physicians' use of Health Information Systems: a Literature Review","year":2015,"lang":"en","type":"review","venue":"International Conference on Information Systems","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Health care; Workflow; Psychological intervention; Intervention (counseling); Information system; Knowledge management; Healthcare system; Data science; Computer science; Medicine; Nursing; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01370749,0.001289755,0.003267306,0.02393838,0.0009117403,0.003715901,0.001916762,0.002616664,0.003577259],"category_scores_gemma":[0.04514132,0.001334579,0.003253994,0.03061563,0.001391912,0.00620116,0.001839299,0.001896138,0.0006344401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004607702,"about_ca_system_score_gemma":0.01792997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01024755,"about_ca_topic_score_gemma":0.02391167,"domain_scores_codex":[0.9903154,0.003823938,0.002791909,0.000668876,0.00211252,0.0002874484],"domain_scores_gemma":[0.9232685,0.06276736,0.005382902,0.0007407616,0.007296086,0.0005443485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006658456,0.00008853654,0.002156726,0.4820535,0.002015355,0.0002437817,0.001298213,0.0004408649,0.0002826147,0.005242198,0.009165205,0.4969464],"study_design_scores_gemma":[0.00003800842,0.0001423713,0.006668485,0.7989281,0.007467408,0.0008883413,0.001762417,0.0003126444,0.0003099217,0.00318143,0.1802336,0.00006732063],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001990814,0.9986556,0.0001467133,0.0005846995,0.00006378978,0.00002442926,0.0000263728,0.000002358963,0.000297072],"genre_scores_gemma":[0.002338222,0.9967996,0.0004677828,0.0002430953,0.00004818212,0.00003879836,0.00002641966,0.000001563376,0.00003628559],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02393838,"threshold_uncertainty_score":0.07249302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4182275298382597,"score_gpt":0.550735442591277,"score_spread":0.1325079127530173,"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."}}