{"id":"W175699789","doi":"","title":"Experiences From the OSSIE Open Source Software Defined Radio Project","year":2010,"lang":"en","type":"article","venue":"The open source business resource","topic":"Radio, Podcasts, and Digital Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Open source software; Open source; Computer science; Software-defined radio; Software; Telecommunications; Operating system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002247227,0.0005374943,0.0006608762,0.00009193234,0.004082569,0.006584937,0.01025096,0.0003518296,0.001023344],"category_scores_gemma":[0.00238214,0.0003295766,0.0001902513,0.001758849,0.002660171,0.001313239,0.002293733,0.000662155,0.0002906137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009830812,"about_ca_system_score_gemma":0.00107018,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06166698,"about_ca_topic_score_gemma":0.02044074,"domain_scores_codex":[0.9951304,0.0007552675,0.0006416974,0.00103176,0.001279057,0.00116187],"domain_scores_gemma":[0.9947577,0.002347142,0.0004960341,0.001741013,0.0003077638,0.0003503205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005253739,0.000379627,0.01821594,0.00002197237,0.0001453462,0.00004112394,0.4855744,0.000121921,0.0002017984,0.001126422,0.1693219,0.3243242],"study_design_scores_gemma":[0.0007515007,0.00002864514,0.00814963,0.00006519715,0.00004606164,0.00002002607,0.08939736,0.00007799581,0.00002578056,0.0004255701,0.9004817,0.0005305507],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.86509,0.0008471087,0.00152735,0.008793447,0.001740238,0.004231714,0.00006365233,0.0005493908,0.1171571],"genre_scores_gemma":[0.9465757,0.00004423284,0.001071285,0.003841289,0.003544754,0.0009700185,0.00007766971,0.0001665161,0.04370856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7311597,"threshold_uncertainty_score":0.9999156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03821404620068298,"score_gpt":0.301164316536563,"score_spread":0.26295027033588,"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."}}