{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.0651379,0.0005409626,0.0007582382,0.007059322,0.002293222,0.01554001,0.002865604,0.005421564,0.006572663],"category_scores_gemma":[0.1395622,0.0004820863,0.001083429,0.009372469,0.01600989,0.02281726,0.008032041,0.007944598,0.001375943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005653032,"about_ca_system_score_gemma":0.008139228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004073052,"about_ca_topic_score_gemma":0.003712201,"domain_scores_codex":[0.9523619,0.02390323,0.00417451,0.002851649,0.01533044,0.001378139],"domain_scores_gemma":[0.5458816,0.3838363,0.01223751,0.01922751,0.03383901,0.004978043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004778693,0.00004295022,0.002123805,0.001742777,0.00003609314,0.0001621405,0.003785575,0.001030594,0.0008085028,0.5751981,0.07077213,0.3442495],"study_design_scores_gemma":[0.00001385422,0.00006802521,0.003446417,0.005215388,0.00002976212,0.0005689319,0.002316706,0.002813903,0.0008156307,0.2386099,0.7460046,0.0000969045],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0119082,0.1062954,0.1048741,0.7025577,0.01126735,0.00006155063,0.000477456,0.001326289,0.06123208],"genre_scores_gemma":[0.3956417,0.1821119,0.2197352,0.1202762,0.04746437,0.0004622329,0.0008447143,0.002815961,0.03064781],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9971344,"threshold_uncertainty_score":0.3444862,"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."}}