{"id":"W4242632211","doi":"10.1007/978-1-4939-7131-2_101087","title":"SNA Software","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","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":[0.001156192,0.001380777,0.0008591847,0.0034911,0.00100492,0.003232119,0.00235268,0.0008688805,0.2903855],"category_scores_gemma":[0.004283617,0.0009750954,0.001516245,0.003227247,0.0004419032,0.00357718,0.002422672,0.001889375,0.2759908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009514691,"about_ca_system_score_gemma":0.001776159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002856309,"about_ca_topic_score_gemma":0.004821672,"domain_scores_codex":[0.9987472,0.0001582329,0.0001087711,0.0002332519,0.0006778871,0.00007453189],"domain_scores_gemma":[0.997934,0.0005295096,0.00006474424,0.0005452975,0.0008418931,0.00008465446],"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":[0.00005942646,0.00005717614,0.0002950399,0.0003287882,0.00003077123,0.0000613424,0.0001828236,0.001195458,0.002095597,0.04122616,0.5659606,0.3885069],"study_design_scores_gemma":[0.00001327128,0.000007222029,0.0002212641,0.00008228752,0.00001458469,0.0001443362,0.00003926513,0.004900077,0.002098537,0.02058524,0.9718708,0.00002301243],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.001770601,0.0006712059,0.4029062,0.0008323544,0.0007732852,0.0003021619,0.01609919,0.1416087,0.4350363],"genre_scores_gemma":[0.01037683,0.001088171,0.3172396,0.0008536041,0.0002625715,0.0007371658,0.04962282,0.06823186,0.5515873],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.2903855,"threshold_uncertainty_score":0.9714362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2131283028255412,"score_gpt":0.3782677641867879,"score_spread":0.1651394613612467,"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."}}