{"id":"W7134163549","doi":"10.1109/bigdata66926.2025.11401002","title":"Archival Research Theory: Putting Smart Technology to Work for Researchers","year":2025,"lang":"","type":"article","venue":"","topic":"Digital and Traditional Archives Management","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University; Bank of Canada","funders":"","keywords":"Work (physics); Key (lock); Information technology; Big data","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.03112998,0.00147792,0.001791548,0.009392523,0.01313427,0.03293164,0.005261331,0.008757036,0.02305125],"category_scores_gemma":[0.04029625,0.001133027,0.001381557,0.008521913,0.102609,0.05485044,0.01455041,0.01005625,0.003869974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01087107,"about_ca_system_score_gemma":0.01787042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004082628,"about_ca_topic_score_gemma":0.003740401,"domain_scores_codex":[0.9757854,0.01697049,0.0008252522,0.002226932,0.003111421,0.001080405],"domain_scores_gemma":[0.9295704,0.04756115,0.002350376,0.01187536,0.005301838,0.003340809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001293874,0.00003202332,0.0002506039,0.0001691828,0.00001055574,0.00003380647,0.008050913,0.0001564876,0.00006389118,0.9782024,0.00394745,0.009069619],"study_design_scores_gemma":[0.00002141464,0.00002228429,0.0001125138,0.0002867901,0.00001310462,0.00003991379,0.007980761,0.0003958485,0.0002116556,0.9485075,0.04239153,0.0000166525],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01813177,0.01368506,0.2753558,0.2151015,0.003711788,0.0004758851,0.0003800682,0.0007467913,0.4724113],"genre_scores_gemma":[0.7530805,0.01202021,0.1391508,0.02342667,0.002980729,0.001751738,0.0003477838,0.0007073979,0.06653406],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03293164,"threshold_uncertainty_score":0.164633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1392320482366274,"score_gpt":0.369472874337351,"score_spread":0.2302408261007236,"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."}}