{"id":"W4231854402","doi":"10.22215/timreview648","title":"The Evolving Role of Open Source Software in Medicine and Health Services","year":2013,"lang":"en","type":"article","venue":"Technology Innovation Management Review","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health services; Health care; Public relations; Engineering ethics; Management; Sociology; Political science; Law; Engineering; Population; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.004979107,0.0001258825,0.0005323213,0.0004735772,0.0004082698,0.000008136491,0.0006699064,0.0001114479,0.0002000443],"category_scores_gemma":[0.0001558256,0.00008393385,0.00000875263,0.002804916,0.00009043299,0.000172191,0.0006063734,0.000461227,0.00006412195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001707004,"about_ca_system_score_gemma":0.0001146864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002698566,"about_ca_topic_score_gemma":0.0007725731,"domain_scores_codex":[0.9972616,0.0003034903,0.001562433,0.0002483326,0.000163766,0.0004603296],"domain_scores_gemma":[0.9979021,0.0001702896,0.001062988,0.0005463902,0.0002922942,0.0000259623],"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":[0.000001786798,0.00001651062,0.06500487,0.02661304,0.00002767645,2.429525e-7,0.0002998888,1.368648e-7,0.00001348828,0.1891399,0.02862872,0.6902537],"study_design_scores_gemma":[0.0007896088,0.0001526909,0.02491114,0.04475177,0.00001735867,0.000002220645,0.009277929,0.00009858947,0.000001871134,0.03503141,0.8848243,0.0001410965],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01456857,0.5644297,0.001260498,0.381323,0.0002973812,0.02326086,0.000001664641,0.0004519071,0.01440643],"genre_scores_gemma":[0.2713724,0.6286675,0.007973651,0.07310686,0.0001528803,0.01185789,0.00007483744,0.0001180761,0.006675816],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8561956,"threshold_uncertainty_score":0.4079442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06508683740389995,"score_gpt":0.4573536953534342,"score_spread":0.3922668579495343,"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."}}