{"id":"W7037160838","doi":"","title":"Design Concepts for Virtual Research and Collaborative Environments","year":2003,"lang":"en","type":"article","venue":"NPARC","topic":"Botanical Studies and Applications","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"U.S. Army Corps of Engineers; National Research Council Canada","keywords":"The Internet; Process (computing); Sociology of scientific knowledge; Virtual community; Service (business); Scientific communication; e-Science; Collaborative software","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002613738,0.00004287614,0.00006085397,6.335324e-7,0.0003804515,0.00002229158,0.0000564803,0.00003212295,0.000197681],"category_scores_gemma":[0.00006293633,0.00001568222,0.00001031552,0.0001277081,0.0001392167,0.00002127831,0.0000244015,0.0000444461,0.00001527741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000110477,"about_ca_system_score_gemma":0.000002222462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000440343,"about_ca_topic_score_gemma":0.000026428,"domain_scores_codex":[0.9994637,0.00006763409,0.00006221836,0.0001545678,0.00009328918,0.0001585759],"domain_scores_gemma":[0.9993283,0.0005545896,0.00001404798,0.00002082221,0.00002960788,0.00005268665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003970854,0.0001569978,0.0004291375,0.000001135426,0.00001650232,3.741824e-7,0.0001239479,0.000001699763,0.7537535,0.0945728,0.006785253,0.1441189],"study_design_scores_gemma":[0.0002452425,0.001025498,0.006008329,0.000003514935,0.000003814302,6.178938e-7,0.00136854,0.00003382514,0.01855765,0.02879885,0.9438391,0.000115063],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839889,0.0002569342,0.001420995,0.004413781,0.00004077527,0.001191085,0.00005346172,0.00002014999,0.008613901],"genre_scores_gemma":[0.9971665,0.000114778,0.001777765,0.00008467309,0.00003543652,0.0001325787,0.000003041912,3.79889e-7,0.0006848058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9370538,"threshold_uncertainty_score":0.2926164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09449757185716963,"score_gpt":0.3275454983875807,"score_spread":0.2330479265304111,"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."}}