{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003196518,0.00008166207,0.0001781917,0.00004450584,0.00007168417,0.00001705858,0.000137443,0.00006832465,0.000003177327],"category_scores_gemma":[0.001204924,0.00005999521,0.00009082272,0.00008036006,0.00005471942,0.000004832227,0.00008587543,0.0001406011,0.000002551766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001607957,"about_ca_system_score_gemma":0.00007667212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.065217e-7,"about_ca_topic_score_gemma":0.000002410563,"domain_scores_codex":[0.9993539,0.00003766273,0.000332076,0.000051979,0.0001281267,0.00009625937],"domain_scores_gemma":[0.9992695,0.00003114141,0.0002304355,0.000102222,0.000340563,0.00002606956],"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":[0.000840078,0.0001452107,0.02890074,0.0002699331,0.002989132,0.00001878641,0.001242691,0.0004357896,0.08835041,0.00821026,0.8556916,0.01290536],"study_design_scores_gemma":[0.001183704,0.0005043724,0.001411281,0.00009143629,0.00008417987,0.00002487182,0.0008001987,0.0000151892,0.01932919,0.001191312,0.9752237,0.0001405707],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9218719,0.02526973,0.004373888,0.002807994,0.02397381,0.0001932642,0.000007428793,0.00001638883,0.02148558],"genre_scores_gemma":[0.9917668,0.001605054,0.002242102,0.0003485574,0.0031826,0.000001622481,0.000001711077,0.00000734384,0.0008442317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1195321,"threshold_uncertainty_score":0.2446534,"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."}}