{"id":"W2137996345","doi":"10.1126/science.1221840","title":"Standards and Infrastructure for Innovation Data Exchange","year":2012,"lang":"en","type":"article","venue":"Science","topic":"Research Data Management Practices","field":"Computer Science","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian AIDS Society","funders":"National Institute on Aging","keywords":"Business; Data exchange; Knowledge management; Industrial organization; Computer science; World Wide Web","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":[0.08333078,0.00114028,0.001712594,0.0144626,0.004639749,0.0233855,0.007266061,0.00704343,0.01312888],"category_scores_gemma":[0.1551732,0.00224945,0.002382901,0.02067717,0.005217294,0.03157952,0.01838495,0.009568646,0.01839164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006168045,"about_ca_system_score_gemma":0.02727123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009601977,"about_ca_topic_score_gemma":0.003590196,"domain_scores_codex":[0.9373686,0.02025663,0.01741046,0.005496931,0.01612154,0.0033459],"domain_scores_gemma":[0.7499492,0.04474004,0.01571571,0.139635,0.0417996,0.008160504],"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":[0.0001918642,0.000274908,0.004179439,0.0006917326,0.0001378329,0.0002483644,0.001796408,0.004385019,0.002826795,0.7858511,0.07885153,0.120565],"study_design_scores_gemma":[0.0001231054,0.00011296,0.003024462,0.001257868,0.00008246491,0.0004088186,0.001203433,0.01251274,0.006078126,0.359742,0.6152416,0.0002125266],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007368316,0.001659369,0.8641741,0.02563819,0.001843487,0.002540637,0.00927654,0.01366193,0.07383746],"genre_scores_gemma":[0.1068069,0.005316832,0.793915,0.004661771,0.001840043,0.005068061,0.04973312,0.003345185,0.02931301],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.08333078,"threshold_uncertainty_score":0.4407005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1729376693328787,"score_gpt":0.4445413764173254,"score_spread":0.2716037070844468,"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."}}