{"id":"W7163883547","doi":"10.15291/pubmet.4754","title":"Reconciling open science practices and research assessment requirements in the process of establishing a national CRIS system in Serbia","year":2025,"lang":"","type":"article","venue":"PUBMET","topic":"Optics and Image Analysis","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Biological Sciences","funders":"","keywords":"Process (computing); Open science; Presentation (obstetrics); Open research; Value (mathematics); Citation; Tracking (education)","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":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.1877289,0.0007274508,0.001218262,0.008155326,0.007557567,0.02036876,0.002678975,0.003168076,0.002653731],"category_scores_gemma":[0.1159884,0.001129716,0.0007916322,0.00543715,0.006865582,0.008351738,0.01607361,0.004418141,0.0009512351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01790086,"about_ca_system_score_gemma":0.08869694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01140527,"about_ca_topic_score_gemma":0.01280569,"domain_scores_codex":[0.9005133,0.0558259,0.01386054,0.005440128,0.01696102,0.007399152],"domain_scores_gemma":[0.8409052,0.05057879,0.0169176,0.02145778,0.05971316,0.01042737],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004338874,0.0005743504,0.04993994,0.002779207,0.0001655458,0.003630938,0.06295446,0.01157688,0.009615624,0.4707448,0.02324745,0.3643369],"study_design_scores_gemma":[0.0001588035,0.001374394,0.1066523,0.01185283,0.0002377582,0.001884848,0.08123603,0.01343524,0.01242687,0.0785725,0.6916063,0.0005620845],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6248719,0.008107006,0.12497,0.08626681,0.002914943,0.005818392,0.001238347,0.001859336,0.1439532],"genre_scores_gemma":[0.8128755,0.002151115,0.1647556,0.004664144,0.0002442181,0.002036674,0.0006098176,0.000193627,0.01246927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.997321,"threshold_uncertainty_score":0.9928172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1388404960764528,"score_gpt":0.4603223304409593,"score_spread":0.3214818343645065,"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."}}