{"id":"W2286934681","doi":"10.11575/prism/30914","title":"A Network Analysis of Online Forum Discussions on Executable Acceptance Test Driven Development","year":2009,"lang":"en","type":"article","venue":"Open MIND","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Centrality; Social network analysis; Executable; Product (mathematics); Computer science; Social network (sociolinguistics); Knowledge management; Test (biology); Process (computing); Data science; New product development; Core (optical fiber); Sentiment analysis; World Wide Web; Social media; Artificial intelligence; Business; Marketing","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001070013,0.000158261,0.000457803,0.0001272672,0.0001451517,0.00007487641,0.0005536758,0.00002653253,0.003356223],"category_scores_gemma":[0.000005047541,0.0001249558,0.0001610228,0.001245617,0.00002090198,0.0001103482,0.0001889725,0.0001042686,0.00002341827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003027622,"about_ca_system_score_gemma":0.00006076061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004582922,"about_ca_topic_score_gemma":0.0003049516,"domain_scores_codex":[0.998834,0.0000287446,0.0003793756,0.0003122887,0.0001583964,0.0002872088],"domain_scores_gemma":[0.9991449,0.00007876715,0.0002160072,0.0004354145,0.00005164211,0.0000732278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00003496753,0.001236016,0.184453,6.639061e-7,0.0008795201,0.000001631949,0.0002529988,0.01495101,0.0004040243,0.0009256758,0.008201752,0.7886587],"study_design_scores_gemma":[0.001654176,0.00100821,0.4944288,0.0006088031,0.004606496,5.302496e-7,0.002699105,0.09853424,0.01436111,0.00974794,0.3701906,0.00215996],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8849512,0.00007411732,0.03538375,0.001725795,0.00005398192,0.001122125,0.0002439232,0.00001680717,0.07642825],"genre_scores_gemma":[0.9426677,0.000001457596,0.0553508,0.00005874667,0.00007207666,0.00001376623,0.0003097153,0.000007493933,0.001518293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7864988,"threshold_uncertainty_score":0.9975548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0254560500857833,"score_gpt":0.320177698043644,"score_spread":0.2947216479578607,"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."}}