{"id":"W125219460","doi":"","title":"Open Source Assets","year":2007,"lang":"en","type":"article","venue":"The open source business resource","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Open source; Computer science; Operating system; Software","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"],"consensus_categories":["scholarly_communication","open_science"],"category_scores_codex":[0.01129057,0.0005119939,0.000537409,0.0003876763,0.001464844,0.02911714,0.04437609,0.0001619809,0.0001428518],"category_scores_gemma":[0.0007870015,0.0003887828,0.0001051109,0.003798673,0.0003284553,0.02577327,0.04318831,0.0005964079,0.0007622178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001660939,"about_ca_system_score_gemma":0.0002386214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003340734,"about_ca_topic_score_gemma":0.0006720221,"domain_scores_codex":[0.9935948,0.0007295752,0.0007924366,0.001650065,0.00170718,0.001525955],"domain_scores_gemma":[0.9916142,0.001419903,0.0006629294,0.005463814,0.0004222491,0.0004169172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007237217,0.001110609,0.005733767,0.0001779185,0.0004387257,0.0005832787,0.00271453,0.003733993,0.0009435246,0.06779201,0.1942927,0.7217553],"study_design_scores_gemma":[0.0009732097,0.00005222901,0.01925441,0.00006544171,0.00002563109,0.00008825816,0.0005315432,0.003265108,0.000109587,0.0003047801,0.9747767,0.0005531401],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005053945,0.0002096893,0.8331411,0.01128806,0.000208899,0.002119495,0.000005877085,0.000363417,0.1476095],"genre_scores_gemma":[0.5677205,0.0002010824,0.03686631,0.01557825,0.001176527,0.000417428,0.0001561306,0.0003812302,0.3775025],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7962748,"threshold_uncertainty_score":0.9998564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08559212461823919,"score_gpt":0.3638807672088327,"score_spread":0.2782886425905935,"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."}}