{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01492921,0.001920191,0.0009048161,0.002066439,0.004080321,0.01274383,0.003610727,0.004813977,0.01358861],"category_scores_gemma":[0.01798929,0.001195272,0.001634619,0.00167131,0.01797693,0.0143253,0.009193933,0.003771264,0.003448212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003521818,"about_ca_system_score_gemma":0.003828481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001180873,"about_ca_topic_score_gemma":0.001086857,"domain_scores_codex":[0.9812665,0.01302413,0.0009835312,0.001506613,0.002493003,0.0007261662],"domain_scores_gemma":[0.9886398,0.006128557,0.001001444,0.001884832,0.001318169,0.001027113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000008747556,0.00001468251,0.0000805495,0.0001447904,0.000009705433,0.00006341491,0.001329321,0.001193343,0.0001703287,0.9875328,0.001237435,0.008214894],"study_design_scores_gemma":[0.0000569614,0.00008071671,0.00008949859,0.000227657,0.0000285764,0.0003435376,0.001477036,0.005492174,0.0005355036,0.7840348,0.2076039,0.00002952358],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002253037,0.001184999,0.9297335,0.002940774,0.0004147765,0.0005370973,0.00005228029,0.0003672936,0.06251624],"genre_scores_gemma":[0.1379989,0.001772965,0.8263878,0.001388432,0.0003300303,0.005954127,0.0001588614,0.0002254667,0.02578327],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01492921,"threshold_uncertainty_score":0.0789541,"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."}}