{"id":"W4411061782","doi":"10.29173/jjs141","title":"Collaboration in Collections","year":2025,"lang":"en","type":"article","venue":"Journal of Juvenilia Studies","topic":"Digital and Traditional Archives Management","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02200104,0.0007219528,0.0007734266,0.004353703,0.02895257,0.0284385,0.004310142,0.003686483,0.03903857],"category_scores_gemma":[0.0401681,0.0008863262,0.0008481988,0.006832896,0.01920246,0.02967419,0.04203841,0.003535908,0.005810146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008968524,"about_ca_system_score_gemma":0.01852359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008400854,"about_ca_topic_score_gemma":0.01126421,"domain_scores_codex":[0.9489284,0.03267087,0.002127994,0.005332237,0.006064016,0.004876435],"domain_scores_gemma":[0.9686126,0.01179422,0.002558721,0.007141266,0.002912093,0.006981079],"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":[0.00007616013,0.0001041642,0.006008942,0.0005505776,0.00005111686,0.001314254,0.3561186,0.0002697825,0.0005136606,0.4757738,0.05723877,0.1019802],"study_design_scores_gemma":[0.00001959204,0.00004416296,0.001275001,0.0005440306,0.00001623886,0.0005450783,0.1108839,0.0001109333,0.0002641779,0.06079796,0.825465,0.00003394077],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04916708,0.00623489,0.02792746,0.02456258,0.001660906,0.0003966463,0.000262817,0.0005689598,0.8892187],"genre_scores_gemma":[0.7645169,0.00439589,0.01949099,0.004265164,0.001087396,0.0005486074,0.0004990603,0.0007075013,0.2044885],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03903857,"threshold_uncertainty_score":0.130597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03202188176076469,"score_gpt":0.2889378993324757,"score_spread":0.256916017571711,"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."}}