{"id":"W6963935449","doi":"10.25439/rmt.27595764","title":"Cultural influences on requirements engineering activities","year":2021,"lang":"en","type":"dissertation","venue":"RMIT Research Repository (RMIT University Library)","topic":"Tree-ring climate responses","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Phase (matter); Process (computing); Cultural influence; Qualitative research; Cultural diversity; Software","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002288186,0.0003865936,0.0004006706,0.000855663,0.0008850651,0.0006413424,0.0009573127,0.0003844268,0.0009050613],"category_scores_gemma":[0.0001459783,0.0003869331,0.0002095412,0.0008688494,0.0001589506,0.002202435,0.00008323251,0.001182464,0.0001727678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007643042,"about_ca_system_score_gemma":0.0006809725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001914046,"about_ca_topic_score_gemma":0.0008568401,"domain_scores_codex":[0.9961604,0.000606548,0.0002634844,0.0007802293,0.001387568,0.000801731],"domain_scores_gemma":[0.9980574,0.0008114426,0.000149066,0.0005048501,0.0001318811,0.0003453318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008045984,0.0005601807,0.844785,0.003952927,0.001907289,0.02333546,0.006909612,0.005192176,0.01778512,0.00227385,0.05888013,0.02637229],"study_design_scores_gemma":[0.0005577403,0.000550104,0.8564577,0.001609402,0.00007353821,0.00003291765,0.01210488,0.0004326726,0.03868628,0.00002616914,0.08845042,0.001018168],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8533915,0.0007211792,2.267304e-7,0.00007689003,0.0007413158,0.0002395562,0.00008460743,0.0002190558,0.1445256],"genre_scores_gemma":[0.7812151,0.0006411076,0.000173415,0.00001399606,0.0002995094,0.000001034146,0.00128253,0.00002583476,0.2163475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07217646,"threshold_uncertainty_score":0.9998583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03548173964239951,"score_gpt":0.2701789007085189,"score_spread":0.2346971610661194,"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."}}