{"id":"W7084582566","doi":"10.1386/jcs_00124_5","title":"Pacita Abad","year":2025,"lang":"en","type":"article","venue":"Journal of Curatorial Studies","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Natural (archaeology); Context (archaeology); Exposition (narrative)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002753166,0.001769536,0.00134084,0.003977066,0.003666624,0.006030877,0.002055376,0.002635746,0.2075673],"category_scores_gemma":[0.01216745,0.000730971,0.0007330697,0.002311846,0.001787533,0.003561084,0.005082512,0.004468938,0.1197549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005208392,"about_ca_system_score_gemma":0.009802849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02779804,"about_ca_topic_score_gemma":0.08002338,"domain_scores_codex":[0.9967617,0.0003689172,0.0001255876,0.0005417725,0.001917245,0.0002847835],"domain_scores_gemma":[0.9913099,0.0006477987,0.000297137,0.0004168695,0.005399867,0.001928555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007650553,0.00000150277,0.00001935281,0.0001144667,0.000001940188,0.00002592126,0.00002642172,0.000008641206,0.00004631632,0.0002653678,0.987152,0.01233044],"study_design_scores_gemma":[0.000001190708,0.000001572911,0.00004287274,0.00006792507,0.000001863145,0.00003639625,0.00002139072,0.000006457889,0.00002512669,0.00007236912,0.9997203,0.000002576175],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.0005378954,0.2075993,0.002589189,0.1704999,0.403044,0.0002645585,0.002893891,0.002148826,0.2104225],"genre_scores_gemma":[0.003362093,0.05241082,0.001668535,0.03764288,0.0523982,0.0001929235,0.001761464,0.001656755,0.8489062],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2075673,"threshold_uncertainty_score":0.6943818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01127605096772747,"score_gpt":0.3516388569143813,"score_spread":0.3403628059466538,"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."}}