{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004459385,0.0003120305,0.0003345849,0.0007274651,0.0004983103,0.0003168086,0.00181856,0.0001237211,0.00001762145],"category_scores_gemma":[0.00007918512,0.0003171682,0.0001330709,0.003962894,0.0003276072,0.00111909,0.001053102,0.0005127897,0.0004435111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002807277,"about_ca_system_score_gemma":0.000255781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004842487,"about_ca_topic_score_gemma":0.0000525623,"domain_scores_codex":[0.9971245,0.0002940904,0.0003173192,0.0005000745,0.0005839891,0.001180023],"domain_scores_gemma":[0.9976957,0.0002290294,0.0001837042,0.000977379,0.0003730421,0.0005410902],"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":[0.000230167,0.001212105,0.2050561,0.0001417868,0.0006022454,0.000718596,0.005294798,0.003069707,0.0004210162,0.6228321,0.1023278,0.05809364],"study_design_scores_gemma":[0.00057707,0.0001090505,0.01273572,0.00004972638,0.00001201278,0.0000699986,0.0006100581,0.001155044,0.0001820133,0.0006486931,0.9832662,0.000584441],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2515326,0.0006240289,0.4342557,0.001239301,0.001240021,0.001451752,0.003642499,0.002510602,0.3035035],"genre_scores_gemma":[0.9968116,0.00001870128,0.001903819,0.00005160567,0.00007729364,0.00000264037,0.00009293922,0.00001847556,0.001022958],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8809384,"threshold_uncertainty_score":0.9999281,"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."}}