{"id":"W3143000030","doi":"10.1109/icse.2012.6227071","title":"When open source turns cold on innovation — The challenges of navigating licensing complexities in new research domains","year":2012,"lang":"en","type":"article","venue":"","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Open source; Publication; Open source software; Computer science; The Internet; World Wide Web; Source code; Open platform; Open data; Software; Open research; Data source; Data science; Software engineering; Database; Business; Operating system","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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.09552026,0.0005052129,0.00164678,0.005949357,0.01222264,0.03671138,0.004158378,0.01174539,0.01386711],"category_scores_gemma":[0.2244993,0.00123105,0.00125581,0.005391268,0.0547941,0.1003176,0.02748829,0.01481415,0.002707065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009235529,"about_ca_system_score_gemma":0.01466407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004959663,"about_ca_topic_score_gemma":0.005795756,"domain_scores_codex":[0.9544263,0.02057361,0.00264711,0.004528876,0.01367731,0.004146772],"domain_scores_gemma":[0.7202774,0.2092577,0.01531153,0.02580364,0.01791941,0.01143029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003195126,0.00003757562,0.001575908,0.0001411133,0.00001612888,0.0003013362,0.006642125,0.0007144278,0.0003719362,0.9428771,0.008014304,0.03927606],"study_design_scores_gemma":[0.0000135161,0.00001542957,0.0005856029,0.0002312775,0.000006542286,0.0001297572,0.005037455,0.0008415975,0.0001996747,0.956071,0.03683297,0.00003528137],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06290266,0.007605988,0.2152906,0.4528611,0.002170566,0.0002003727,0.0001789103,0.0007859232,0.2580039],"genre_scores_gemma":[0.8905026,0.00567991,0.05179421,0.02864736,0.002531152,0.0005559386,0.0001496012,0.001052485,0.01908682],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9958416,"threshold_uncertainty_score":0.5051655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.291444006648466,"score_gpt":0.4090418688734612,"score_spread":0.1175978622249952,"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."}}