{"id":"W194329569","doi":"","title":"The Emerging Role of Open Source in Healthcare","year":2008,"lang":"en","type":"article","venue":"The open 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.01695406,0.0003596843,0.0004456687,0.002319815,0.001872827,0.01130735,0.002767402,0.006217535,0.01881553],"category_scores_gemma":[0.05070703,0.0003004505,0.0006905823,0.00334207,0.007963769,0.02211693,0.008347212,0.006194927,0.002079377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002037612,"about_ca_system_score_gemma":0.00406056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001089695,"about_ca_topic_score_gemma":0.001235931,"domain_scores_codex":[0.9896756,0.004488846,0.000440768,0.000731645,0.00408193,0.0005811625],"domain_scores_gemma":[0.8529477,0.1155762,0.004111895,0.009734921,0.00966178,0.007967578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007968317,0.0001272972,0.002343525,0.0009299432,0.00003630485,0.0004417746,0.001748899,0.0009250279,0.001740621,0.6564569,0.06916519,0.2660049],"study_design_scores_gemma":[0.00002518642,0.00005609166,0.002465851,0.0009042312,0.00001988048,0.001258387,0.001782738,0.003767973,0.001276519,0.570572,0.4178008,0.00007025038],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02349296,0.05103933,0.1431559,0.5668773,0.008964589,0.00006316938,0.000285153,0.001276857,0.2048448],"genre_scores_gemma":[0.6674061,0.07842475,0.1146199,0.06025781,0.03218813,0.0001973803,0.0006447432,0.001284462,0.04497674],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9972326,"threshold_uncertainty_score":0.08966267,"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."}}