{"id":"W4288706550","doi":"10.31235/osf.io/dmup2","title":"Cyborg Work: Borders as Simulation","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Migration and Exile Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Douglas College; University of Waterloo","funders":"","keywords":"Metaphor; Space (punctuation); Epistemology; Work (physics); Control (management); Border Security; Sociology; Computer science; Computer security; Political science; Law; Engineering; Artificial intelligence; Linguistics; Philosophy","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":[0.0004293062,0.00009572379,0.0001266306,0.00006193003,0.0007830361,0.00009194424,0.0001959276,0.0001054721,0.0269793],"category_scores_gemma":[0.0003042708,0.0000966439,0.00008669417,0.0002017636,0.00008961617,0.00004426526,0.0003546334,0.0002503409,0.0002446806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001261437,"about_ca_system_score_gemma":0.0002605083,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008201932,"about_ca_topic_score_gemma":0.005272902,"domain_scores_codex":[0.9988477,0.0001548642,0.0001445955,0.0002343877,0.0004446811,0.0001737476],"domain_scores_gemma":[0.999518,0.0001188694,0.00007858993,0.0001572678,0.00007428249,0.00005294592],"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":[0.00005188759,0.0001331484,0.01379483,0.00004232604,0.0001918629,0.000007374774,0.1924775,0.2029507,9.53804e-7,0.3087166,0.2483507,0.03328223],"study_design_scores_gemma":[0.00004642348,0.000005791307,0.001092115,0.000005962487,0.000009973436,8.034931e-9,0.02046223,0.0002617106,5.738993e-7,0.005640547,0.9723291,0.0001455458],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007687292,0.0002418526,0.0006391461,0.006954442,0.001179057,0.0003412107,0.000004414961,0.0002374139,0.9827152],"genre_scores_gemma":[0.9120217,0.0004000817,0.0001937145,0.0007982354,0.0002629385,0.00005463879,0.00003240095,0.000008306525,0.08622801],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9043344,"threshold_uncertainty_score":0.9984025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06576226983441637,"score_gpt":0.4312583679053835,"score_spread":0.3654960980709672,"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."}}