{"id":"W41657528","doi":"","title":"Collaborative Research: North East Cyberinfrastructure Consortium","year":2012,"lang":"en","type":"article","venue":"DigitalCommons (California Polytechnic State University)","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Office of Experimental Program to Stimulate Competitive Research; NERC Environmental Bioinformatics Centre; National Science Foundation","keywords":"Cyberinfrastructure; Data science; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01227863,0.002162155,0.001178569,0.00243749,0.003541534,0.01101129,0.004366284,0.003305061,0.25906],"category_scores_gemma":[0.02298325,0.0006703783,0.0009327368,0.003495045,0.001519487,0.006742383,0.009664888,0.003710252,0.1565533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003826726,"about_ca_system_score_gemma":0.02509855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01500379,"about_ca_topic_score_gemma":0.01659951,"domain_scores_codex":[0.9861924,0.002548381,0.0004483023,0.003212932,0.005978735,0.001619275],"domain_scores_gemma":[0.9655067,0.002569411,0.0009156514,0.004421197,0.01459751,0.01198969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002145057,0.0002227413,0.0005629347,0.0001796295,0.00002959598,0.0001250676,0.0002676061,0.0003495928,0.000873607,0.01192658,0.9039502,0.08129805],"study_design_scores_gemma":[0.0000717478,0.00008353656,0.0005265853,0.0001170384,0.00001236437,0.0000638482,0.000333928,0.0006124447,0.0004758574,0.002935946,0.9947508,0.00001587936],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007795374,0.006078711,0.03021171,0.04246729,0.01722646,0.002272101,0.02210749,0.01007457,0.8617662],"genre_scores_gemma":[0.03629248,0.003350755,0.02621898,0.005771431,0.001167787,0.001408144,0.04790832,0.003766668,0.8741155],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.25906,"threshold_uncertainty_score":0.866642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02853673819194283,"score_gpt":0.2488655991059242,"score_spread":0.2203288609139814,"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."}}