{"id":"W4405058017","doi":"10.29173/writingacrossuofa77","title":"Ink and Resistance","year":2024,"lang":"en","type":"article","venue":"Writing across the University of Alberta","topic":"Jewish and Middle Eastern Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Conversation; Diaspora; Resistance (ecology); Literature; Set (abstract data type); Sociology; Art; History; Linguistics; Psychology; Gender studies; Communication; Philosophy; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002715889,0.00003417389,0.0000577831,0.000009574116,0.0008129741,0.00004592655,0.0001342572,0.00002495595,0.00001231502],"category_scores_gemma":[0.00007271113,0.00003060079,0.00002709525,0.0001046721,0.0006097861,0.00009397766,0.00008822632,0.00005830204,0.00001819406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001591922,"about_ca_system_score_gemma":0.00002325604,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006920236,"about_ca_topic_score_gemma":0.06751078,"domain_scores_codex":[0.999602,0.00003852805,0.0000385875,0.00009529026,0.00008852561,0.0001371123],"domain_scores_gemma":[0.9995669,0.0003006501,0.00001701243,0.00006221757,0.00002711299,0.00002614212],"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":[0.00002551281,0.00001538475,0.02340037,0.0001443644,0.0000957747,0.00002494028,0.3645473,6.88097e-7,0.0001049726,0.5701749,0.004936071,0.03652972],"study_design_scores_gemma":[0.0001545843,0.00001101504,0.007358871,0.0002860621,0.00002620607,0.00000123663,0.3211016,0.00001825398,0.00002099095,0.003744092,0.6671594,0.0001177354],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7703043,0.00870584,0.00003895224,0.007027925,0.0001055925,0.00006131875,0.000006908431,0.00003583301,0.2137133],"genre_scores_gemma":[0.9563494,0.0002584155,0.00007140361,0.00003977181,0.00005002627,3.594176e-8,2.979315e-7,0.000002232658,0.04322845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6622233,"threshold_uncertainty_score":0.9996928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01497896642824127,"score_gpt":0.2602877418903271,"score_spread":0.2453087754620858,"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."}}