{"id":"W7125167742","doi":"10.5281/zenodo.18317739","title":"Generalist Repositories: Enabling Sharing & Reuse","year":2025,"lang":"","type":"article","venue":"Open MIND","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Generalist and specialist species; Generalist and specialist species; Metadata; Metadata; Reuse; Reuse; Data sharing; Data sharing; Best practice","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":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.0655615,0.0008463911,0.001200283,0.0102661,0.007465225,0.02711807,0.007726276,0.004827451,0.0148832],"category_scores_gemma":[0.1160126,0.001946353,0.0023833,0.01427991,0.007191036,0.05520309,0.04659582,0.004742966,0.007626859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005443295,"about_ca_system_score_gemma":0.01927952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01609705,"about_ca_topic_score_gemma":0.02312005,"domain_scores_codex":[0.9554491,0.01999104,0.00443305,0.004764901,0.01241806,0.002943828],"domain_scores_gemma":[0.8295714,0.03025556,0.007509959,0.101859,0.01957461,0.01122943],"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":[0.0002473221,0.000160925,0.008719209,0.0006470596,0.0001513554,0.0006189567,0.01434019,0.001270057,0.002067156,0.4305571,0.1607493,0.3804714],"study_design_scores_gemma":[0.00005787125,0.00006081025,0.001770575,0.0007229103,0.00007316232,0.0005722166,0.003509342,0.00243268,0.001698604,0.1695144,0.8194676,0.00011978],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02911642,0.00782355,0.7110109,0.08445344,0.002436843,0.001398486,0.003130589,0.03321571,0.1274142],"genre_scores_gemma":[0.1845449,0.01007454,0.7008647,0.01252377,0.002444076,0.001331118,0.012243,0.01175303,0.06422083],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9922737,"threshold_uncertainty_score":0.3467265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1773066237494048,"score_gpt":0.4251115445107175,"score_spread":0.2478049207613126,"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."}}