{"id":"W7154814030","doi":"","title":"Version approved by the UVic-UCC Doctoral College Board on 16 September 2025 and by the UVic-UCC Board of Government on 24 September 2025","year":2025,"lang":"en","type":"other","venue":"RIUVic","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Victoria","keywords":"Government (linguistics); On board; Editorial board; Context (archaeology)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0009315293,0.001813518,0.001755539,0.0003142111,0.0004568607,0.0001883411,0.001703213,0.001232476,0.01746301],"category_scores_gemma":[0.0001258008,0.001182267,0.0007073462,0.00105062,0.0007276908,0.0001062669,0.0007788727,0.001675485,0.01760441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001949318,"about_ca_system_score_gemma":0.0003423684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001690522,"about_ca_topic_score_gemma":0.001801733,"domain_scores_codex":[0.9913542,0.001041839,0.001093541,0.001979305,0.003252418,0.001278734],"domain_scores_gemma":[0.994358,0.0009627697,0.00130585,0.002901883,0.0001384359,0.0003330512],"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":[0.001011075,0.0006525447,0.0005429958,0.0004001532,0.001116305,0.00001375494,0.0000841284,0.00002497967,0.001168624,0.0004795696,0.9941061,0.0003997636],"study_design_scores_gemma":[0.003997169,0.000463625,0.0002086622,0.001452203,0.0008238356,0.000004636751,0.0004729585,0.0001684626,0.002411653,0.00008328948,0.9887877,0.001125789],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004145923,0.003531487,0.00001254829,0.00116269,0.002449557,0.003976255,0.02282158,0.0003654143,0.9615346],"genre_scores_gemma":[0.009027319,0.0002245415,0.00007117525,0.001864566,0.0005450739,0.0003286306,0.0005459805,0.001201102,0.9861916],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02465707,"threshold_uncertainty_score":0.999461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0112764287578794,"score_gpt":0.2444791799823996,"score_spread":0.2332027512245202,"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."}}