{"id":"W194329569","doi":"","title":"The Emerging Role of Open Source in Healthcare","year":2008,"lang":"en","type":"article","venue":"˜The œopen source business resource","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Open source; Business; Health care; Computer science; Political science; Operating system; Software; Law","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":[0.0005949336,0.0002311336,0.0003193568,0.000101454,0.0004053036,0.0001676125,0.002250959,0.0001235267,0.00002841136],"category_scores_gemma":[0.00005392449,0.0001565717,0.00005001563,0.001233138,0.0001855596,0.0001845234,0.0006671986,0.0003120318,0.00002959956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008825752,"about_ca_system_score_gemma":0.0000753089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003756894,"about_ca_topic_score_gemma":0.0003517709,"domain_scores_codex":[0.9983875,0.00008450678,0.000472597,0.0002562261,0.0003150731,0.0004840541],"domain_scores_gemma":[0.9988316,0.000191437,0.00009205431,0.0006839168,0.00008500348,0.0001159504],"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":[0.0002907357,0.0003680655,0.01685317,0.001031601,0.0002155303,0.00002061159,0.02388124,0.3511311,0.004312295,0.001037742,0.05153085,0.5493271],"study_design_scores_gemma":[0.000432676,0.00001313835,0.0334328,0.0001520721,0.00000894372,0.00004071349,0.001419446,0.02649234,0.0001650878,0.0001350975,0.9374436,0.0002641271],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.939522,0.01160307,0.01091608,0.01687915,0.000948166,0.002537624,0.00001832386,0.0006534291,0.01692215],"genre_scores_gemma":[0.9963825,0.0002255525,0.0001524772,0.0002293062,0.0001893424,0.0001201042,0.0000173545,0.00008745766,0.002595943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8859127,"threshold_uncertainty_score":0.638481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01539806145439204,"score_gpt":0.2444830043411045,"score_spread":0.2290849428867125,"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."}}