{"id":"W2124527325","doi":"10.1115/ipc2014-33241","title":"Learnings From Implementing a Management System Approach to Managing Research and Development (R&amp;D): A Case Study on Implementing Structured Processes","year":2014,"lang":"en","type":"article","venue":"","topic":"Diverse Research and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Biodiversity Monitoring Institute","funders":"","keywords":"Operationalization; Process management; Process (computing); Computer science; Pipeline (software); Engineering management; Knowledge management; Systems engineering; Engineering","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":[0.0509842,0.0007455226,0.0005950221,0.002028427,0.01487003,0.01384092,0.004355197,0.006460422,0.003852954],"category_scores_gemma":[0.05192557,0.0008253779,0.0009567062,0.002637908,0.01570664,0.01044769,0.009832678,0.007721756,0.001124876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01298835,"about_ca_system_score_gemma":0.02257678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009014157,"about_ca_topic_score_gemma":0.01561477,"domain_scores_codex":[0.9271153,0.05872452,0.001374379,0.001908207,0.005865198,0.005012463],"domain_scores_gemma":[0.9475853,0.03302915,0.00355182,0.003809607,0.00504486,0.006979223],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002190455,0.00437209,0.01406456,0.0007097668,0.00004665024,0.009835186,0.7639692,0.005224688,0.004207837,0.0751833,0.008667192,0.1135005],"study_design_scores_gemma":[0.0001763317,0.003539472,0.007893511,0.0009905634,0.00005241212,0.002642302,0.769572,0.009526805,0.006036944,0.01703155,0.182364,0.0001740391],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8147466,0.0004120506,0.059009,0.02432478,0.0001707056,0.00164879,0.00009018317,0.0003043837,0.0992935],"genre_scores_gemma":[0.9275652,0.000626109,0.05164085,0.002517022,0.00004669092,0.0007410757,0.00007852945,0.0001341035,0.01665048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9490158,"threshold_uncertainty_score":0.2696335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1181727546811062,"score_gpt":0.3737650667831752,"score_spread":0.255592312102069,"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."}}