{"id":"W1998785137","doi":"10.1007/s10664-008-9063-y","title":"Triangulation as a basis for knowledge discovery in software engineering","year":2008,"lang":"en","type":"article","venue":"Empirical Software Engineering","topic":"Artificial Intelligence in Education","field":"Computer Science","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Software engineering; Triangulation; Basis (linear algebra); Data science; Cartography; Mathematics; Geography","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.05169901,0.001059297,0.00298643,0.01514985,0.005611968,0.009385525,0.006564594,0.003848888,0.006049647],"category_scores_gemma":[0.3189736,0.001287984,0.003114794,0.01366284,0.01334154,0.01412922,0.01204829,0.005469871,0.001037654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004348899,"about_ca_system_score_gemma":0.009785904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01098168,"about_ca_topic_score_gemma":0.01094929,"domain_scores_codex":[0.8706248,0.1006644,0.007153795,0.006958757,0.01339617,0.001202005],"domain_scores_gemma":[0.6381206,0.3010013,0.009000066,0.03772643,0.01265315,0.001498474],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002753887,0.0001366797,0.008570416,0.002286856,0.0007602731,0.0004626235,0.01438967,0.01069996,0.0006104133,0.7588676,0.003801402,0.1991386],"study_design_scores_gemma":[0.00005737876,0.00005140766,0.0009003866,0.0007535897,0.0001215876,0.0002708199,0.002413501,0.02145039,0.0005211132,0.9644538,0.008950888,0.00005509822],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0171311,0.002826796,0.9569708,0.003918294,0.0002459757,0.0009080333,0.0005557932,0.0002143174,0.0172289],"genre_scores_gemma":[0.3161525,0.001603882,0.6781449,0.0004270609,0.0001387374,0.001264637,0.0009105902,0.00007518558,0.001282502],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.948301,"threshold_uncertainty_score":0.2734138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05327967590589569,"score_gpt":0.3145633665390798,"score_spread":0.2612836906331841,"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."}}