{"id":"W2235376113","doi":"","title":"Keystone Organization for Ontario's Open Source Ecosystem","year":2007,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Keystone species; Open source; Ecosystem; Environmental resource management; Geography; Ecology; Computer science; Biology; Environmental science; Operating system","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.004037776,0.0005443064,0.0005183773,0.003159701,0.007354626,0.006625421,0.001422603,0.002025912,0.1250141],"category_scores_gemma":[0.01219441,0.0005354278,0.0004114986,0.004864354,0.00290391,0.003141432,0.00403714,0.001287212,0.03718707],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03175704,"about_ca_system_score_gemma":0.1641308,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8910716,"about_ca_topic_score_gemma":0.9364045,"domain_scores_codex":[0.9921727,0.0003067032,0.0003495923,0.0005953024,0.005448692,0.001126907],"domain_scores_gemma":[0.9556401,0.001499777,0.001519985,0.004510182,0.02455366,0.01227628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008560061,0.00004947592,0.003363341,0.0001977699,0.00001183694,0.0002587159,0.0009035864,0.000150052,0.001067375,0.02222563,0.8734999,0.09818669],"study_design_scores_gemma":[0.000009469361,0.000006377973,0.004656332,0.0000413423,0.000002751852,0.00003418009,0.0002344165,0.0001383351,0.0001200672,0.0006100973,0.9941328,0.00001385594],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01513496,0.004157098,0.01257295,0.09860279,0.005069067,0.001823255,0.02303384,0.004478723,0.8351274],"genre_scores_gemma":[0.02466348,0.001961105,0.008562434,0.00231869,0.000312944,0.0003346628,0.006494665,0.0008918611,0.9544601],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9985774,"threshold_uncertainty_score":0.4182137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3630130366323202,"score_gpt":0.5749865120184052,"score_spread":0.2119734753860851,"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."}}