{"id":"W7103137407","doi":"10.5281/zenodo.17491714","title":"Contouren Open Science Infrastructuur","year":2025,"lang":"nl","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Optics and Image Analysis","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canarie","funders":"","keywords":"Open university; Plan (archaeology); Open 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":[0.007376236,0.0006418072,0.0004744344,0.003685268,0.003547152,0.01229833,0.001977879,0.00275221,0.04614706],"category_scores_gemma":[0.01304466,0.0005507793,0.0006401946,0.004288428,0.003836337,0.009700521,0.01177779,0.002995489,0.01001473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00537542,"about_ca_system_score_gemma":0.008132624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005756897,"about_ca_topic_score_gemma":0.004419238,"domain_scores_codex":[0.9908625,0.00128418,0.0004152397,0.001097439,0.005293128,0.001047617],"domain_scores_gemma":[0.9865868,0.00317656,0.001151343,0.003427959,0.00350412,0.002153327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000126674,0.0001038379,0.003438888,0.0002610376,0.00002114127,0.0003069931,0.002286183,0.007847306,0.005748876,0.7944512,0.02107665,0.1643312],"study_design_scores_gemma":[0.00003804265,0.0001325183,0.004666278,0.000284154,0.00002220841,0.0002473015,0.0031653,0.009976665,0.005934646,0.2670311,0.7084188,0.00008304605],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06717733,0.002614448,0.249412,0.01120413,0.001215373,0.0006148949,0.001416575,0.003137424,0.6632078],"genre_scores_gemma":[0.6221571,0.003392829,0.1436157,0.001618667,0.0004775311,0.001108626,0.003495257,0.001808778,0.2223255],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9980221,"threshold_uncertainty_score":0.1543773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02305913378331598,"score_gpt":0.2615274861694518,"score_spread":0.2384683523861358,"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."}}