{"id":"W3159273399","doi":"10.24908/fede.v22i1.14516","title":"Algorithms &amp; the Border","year":2021,"lang":"en","type":"article","venue":"Federalism-E","topic":"European and International Law Studies","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Charter; Immigration; Human rights; Context (archaeology); Political science; Government (linguistics); Law; Immigration law; Law and economics; Sociology; History","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002149727,0.0000457457,0.00005262964,0.000006854331,0.000923541,0.000168666,0.0001463438,0.00001779361,0.001601628],"category_scores_gemma":[0.0002337731,0.00003185555,0.00004772687,0.00009437308,0.000132812,0.00007006506,0.00005530708,0.00006829129,0.0005011205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002327209,"about_ca_system_score_gemma":0.000060514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007962724,"about_ca_topic_score_gemma":0.004562045,"domain_scores_codex":[0.999283,0.0001446728,0.00007731094,0.0001070973,0.0002467301,0.0001412588],"domain_scores_gemma":[0.999602,0.00008389499,0.00002196298,0.00009910997,0.0001614439,0.00003161484],"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":[0.000001950287,0.00002901956,0.000525853,0.000001433776,0.00003918793,0.000014466,0.008778582,0.000002579354,0.00004772644,0.7820741,0.2043369,0.004148234],"study_design_scores_gemma":[0.00005342473,0.000002070212,0.002050789,0.000003955308,0.000003098235,0.000001371768,0.001290179,0.000002461599,0.00003656306,0.001786819,0.9947197,0.00004950391],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008555178,0.0007507906,0.0001400122,0.04923105,0.0007209598,0.00004749242,0.000005488727,0.00005168554,0.9404973],"genre_scores_gemma":[0.3721362,0.0009071946,0.001116067,0.01254366,0.001563735,0.00001073693,0.00001736209,0.00001468105,0.6116904],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7903829,"threshold_uncertainty_score":0.999311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05137092430405795,"score_gpt":0.366680241398837,"score_spread":0.3153093170947791,"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."}}