{"id":"W2093750637","doi":"10.1145/1871854.1871863","title":"Working with first nations","year":2010,"lang":"en","type":"article","venue":"","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Bridge (graph theory); Context (archaeology); Service (business); Position (finance); Position paper; Public relations; Political science; Library science; Sociology; Media studies; Computer science; Business; World Wide Web; Marketing; Geography; Archaeology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000370715,0.00005813965,0.00004492172,0.00005338357,0.0006291851,0.0007615146,0.00009201629,0.00001267798,0.01200638],"category_scores_gemma":[0.00001847013,0.0000390902,0.00002130818,0.00001683478,0.0001239864,0.000329866,0.00001497724,0.0001140287,0.0001736361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003455556,"about_ca_system_score_gemma":0.00001221897,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006187348,"about_ca_topic_score_gemma":0.3442329,"domain_scores_codex":[0.9996583,0.000001739571,0.00006256972,0.00007730641,0.00008929113,0.000110748],"domain_scores_gemma":[0.999716,0.00008512894,0.00001655069,0.0001022132,0.00004735198,0.00003272218],"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":[0.00000213457,0.00001751419,0.000525934,0.000002692349,0.000005299362,0.00000153316,0.002926189,3.19768e-7,0.000001302716,0.9936561,0.002472668,0.0003882934],"study_design_scores_gemma":[0.00007891476,0.00002614532,0.000182786,0.00001263085,0.000003421567,0.000002345059,0.001659998,0.000003770437,0.00001133025,0.002647365,0.9952856,0.00008567241],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1010504,0.000004855476,0.000006159949,0.0003165449,0.0004079326,0.00004350623,0.000001929747,0.00009036173,0.8980783],"genre_scores_gemma":[0.8416399,8.509696e-7,0.00009409329,0.0001762878,0.0003608542,0.000007659364,0.000004210435,0.00000792096,0.1577082],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9928129,"threshold_uncertainty_score":0.9888968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05883194347595466,"score_gpt":0.2071965605142105,"score_spread":0.1483646170382558,"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."}}