{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008985093,0.00004652824,0.000135271,0.0002841705,0.0001524361,0.00008785038,0.00005309369,0.000003333993,0.00002223026],"category_scores_gemma":[0.0000554808,0.00003518219,0.00004622151,0.000138882,0.0000926634,0.000244635,0.00002160977,0.00005600121,0.000004017806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005148724,"about_ca_system_score_gemma":0.00004270204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005816208,"about_ca_topic_score_gemma":0.0004610054,"domain_scores_codex":[0.9995408,0.0000154471,0.0002549336,0.00004178125,0.00008955941,0.00005749688],"domain_scores_gemma":[0.9996243,0.00007824446,0.00008713559,0.00002877597,0.0001713369,0.00001018322],"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":[0.00003923267,0.000146604,0.0001396045,0.00003748759,0.0002124632,0.00001594179,0.006895806,0.00008128539,0.000004527145,0.8224009,0.1676524,0.002373667],"study_design_scores_gemma":[0.0004428508,0.0001315828,0.002564325,0.0001574746,0.00003616308,0.000002059642,0.01470538,0.00001186305,0.00002397838,0.2433826,0.7384893,0.00005234254],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06351253,0.001071011,0.00002825658,0.01017948,0.0018236,0.0001086575,0.00001338146,0.000009676944,0.9232534],"genre_scores_gemma":[0.9524742,0.0002160302,0.00007027743,0.0002479044,0.0001414166,0.000005688051,7.290163e-7,0.000001924092,0.04684181],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8889617,"threshold_uncertainty_score":0.1434688,"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."}}