{"id":"W4321448292","doi":"10.21428/f1f23564.244a4759","title":"DHSI 2021 Conference & Colloquium Special Issue of IDEAH: Introduction","year":2022,"lang":"en","type":"article","venue":"IDEAH","topic":"Crafts, Textile, and Design","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kwantlen Polytechnic University; University of Victoria","funders":"","keywords":"Library science; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002493175,0.0001255742,0.0002303461,0.0001116904,0.0004202499,0.0001026921,0.0001888992,0.00002506945,0.2025746],"category_scores_gemma":[0.00004734798,0.0001299695,0.00008819452,0.00007083256,0.00018957,0.0001346249,0.0001006988,0.0001728117,0.0005761056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005563083,"about_ca_system_score_gemma":0.00008103034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005262312,"about_ca_topic_score_gemma":0.001381659,"domain_scores_codex":[0.9988443,0.00008967178,0.000298249,0.0002527368,0.0003125202,0.000202524],"domain_scores_gemma":[0.9993316,0.00005091141,0.0001313354,0.0002866201,0.0001533111,0.00004620482],"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":[0.00008448274,0.0001043088,0.00003339497,0.00001824023,0.00002489294,0.000004543614,0.01617703,0.00004299703,0.0009260561,0.2165181,0.7613748,0.004691142],"study_design_scores_gemma":[0.0002601795,0.0001185948,0.00008105642,0.000003915095,0.00002282939,0.000005485951,0.005368211,0.00002123323,0.0002911931,0.006167892,0.9875063,0.0001531023],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1707762,0.0005158445,0.0003133779,0.008940281,0.01868173,0.0008195681,0.0005319209,0.0001732176,0.7992479],"genre_scores_gemma":[0.7295916,0.00003190557,0.00009458357,0.0003428277,0.03402297,0.00005571667,0.000102077,0.00002838619,0.2357299],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.563518,"threshold_uncertainty_score":0.7981544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03583062351804129,"score_gpt":0.2368921878578387,"score_spread":0.2010615643397974,"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."}}