{"id":"W6892510298","doi":"10.5281/zenodo.10075256","title":"OSC-NL and NLRN team up to collaborate on Open and Reproducible Science in the Netherlands","year":2023,"lang":"en","type":"article","venue":"KNAW Research Portal (The Royal Netherlands Academy of Arts and Sciences)","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Mission statement; Joint (building); Relevance (law); Statement (logic); Open science; Best practice; Open data; Citizen science","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":[0.0723639,0.0009308787,0.001329978,0.002760469,0.003727484,0.01775889,0.003526274,0.005177423,0.04859975],"category_scores_gemma":[0.09046267,0.00085783,0.001184357,0.004723764,0.005626919,0.01412282,0.01867872,0.005416553,0.02295215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008576836,"about_ca_system_score_gemma":0.05033104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01702039,"about_ca_topic_score_gemma":0.01210194,"domain_scores_codex":[0.9394757,0.02855836,0.004207156,0.004855785,0.01850741,0.004395641],"domain_scores_gemma":[0.904386,0.03163699,0.004242708,0.01334806,0.01785589,0.02853035],"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":[0.0003389485,0.0001990213,0.001910973,0.002536577,0.00009200242,0.001337013,0.01534697,0.002569484,0.003883689,0.2018103,0.589906,0.180069],"study_design_scores_gemma":[0.00002952504,0.00001271818,0.0002631011,0.0002767835,0.000004550746,0.00007440588,0.001648064,0.000309553,0.0003858601,0.007423539,0.9895495,0.00002246331],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02608297,0.02851252,0.1636992,0.31293,0.02634791,0.002833039,0.01051606,0.007100487,0.4219778],"genre_scores_gemma":[0.2358229,0.02034245,0.1855991,0.02844042,0.00384832,0.006681839,0.01811646,0.0172462,0.4839023],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9964737,"threshold_uncertainty_score":0.3827015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2566729477416774,"score_gpt":0.4734442096340485,"score_spread":0.2167712618923711,"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."}}