{"id":"W2527497011","doi":"10.1007/s00766-016-0259-1","title":"Continuous clarification and emergent requirements flows in open-commercial software ecosystems","year":2016,"lang":"en","type":"article","venue":"Requirements Engineering","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"VINNOVA","keywords":"Computer science; Knowledge management; Software development; Process management; Business; Software","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":[],"consensus_categories":[],"category_scores_codex":[0.02115664,0.0004187099,0.000364281,0.003456502,0.00408656,0.007034518,0.001633327,0.002349534,0.00156221],"category_scores_gemma":[0.05548989,0.00111965,0.0006624953,0.002038144,0.005824666,0.01662959,0.0100685,0.002483246,0.0003423545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003229851,"about_ca_system_score_gemma":0.003468569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001613896,"about_ca_topic_score_gemma":0.002528468,"domain_scores_codex":[0.9685512,0.02095166,0.001762408,0.001904732,0.005467164,0.001362919],"domain_scores_gemma":[0.9077672,0.06662944,0.009590757,0.01027668,0.004210179,0.001525814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002929057,0.0004792566,0.06630332,0.0006245454,0.0001065078,0.007586371,0.4458207,0.01022481,0.02327087,0.182966,0.002265614,0.260059],"study_design_scores_gemma":[0.0000994399,0.0003657638,0.08270606,0.001300136,0.00007859219,0.004660392,0.2437983,0.08752465,0.01716246,0.3908701,0.1710296,0.0004045329],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8044176,0.0004315621,0.1730809,0.002714782,0.0000327073,0.0002649326,0.00008307648,0.0003903091,0.01858406],"genre_scores_gemma":[0.9458313,0.0001664941,0.05151746,0.0001989875,0.00001713271,0.0001726504,0.0001081884,0.0001221842,0.001865743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02115664,"threshold_uncertainty_score":0.1118883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03447152070694953,"score_gpt":0.2780617756101669,"score_spread":0.2435902549032174,"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."}}