{"id":"W2990726036","doi":"","title":"How can Open Source Software Development Help Requirements Management Gain the Potential of Open Innovation: An Exploratory Study","year":2012,"lang":"en","type":"article","venue":"KTH Publication Database DiVA (KTH Royal Institute of Technology)","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Open innovation; Context (archaeology); Knowledge management; Innovation management; Computer science; Exploratory research; Process management; Software development; Software; Business","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":["metaepi_narrow","open_science"],"consensus_categories":["open_science"],"category_scores_codex":[0.002843359,0.0003338826,0.0003983076,0.00121275,0.0006953419,0.0009690042,0.01081267,0.0001393842,0.00003358892],"category_scores_gemma":[0.0005124871,0.0002928931,0.0000330029,0.005393129,0.0003620628,0.007514277,0.01294778,0.0003319125,0.00001485794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001900579,"about_ca_system_score_gemma":0.0004055728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001233162,"about_ca_topic_score_gemma":0.0001284736,"domain_scores_codex":[0.9965869,0.000145903,0.001087576,0.0008043661,0.0008369065,0.0005383314],"domain_scores_gemma":[0.9938203,0.00001775319,0.001142151,0.003513959,0.001391636,0.0001142625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000060414,0.006873671,0.04499776,0.0001748863,0.0006056849,0.00001715928,0.002965724,0.0004513245,0.0009337274,0.5762129,0.02699628,0.3397105],"study_design_scores_gemma":[0.006104934,0.0006896104,0.03809319,0.0003724501,0.0002117782,0.00003098886,0.01731001,0.002048951,0.01320905,0.002013415,0.9179147,0.002000917],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1439636,0.00005862077,0.8383286,0.01095436,0.0006792496,0.00468704,0.0001458074,0.0005488388,0.0006338909],"genre_scores_gemma":[0.7146283,0.000003061943,0.2821784,0.0004625003,0.00004372344,0.001081645,0.0008750049,0.00002787692,0.0006994586],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8909184,"threshold_uncertainty_score":0.9999523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06838783798849035,"score_gpt":0.3166072731317854,"score_spread":0.2482194351432951,"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."}}