{"id":"W4386154548","doi":"10.18432/ari29637","title":"Requirement Politics","year":2023,"lang":"en","type":"article","venue":"Art/Research International A Transdisciplinary Journal","topic":"Posthumanist Ethics and Activism","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Politics; Poetry; Oppression; Harassment; Mandate; Sociology; Praxis; Body politic; Gender studies; Law; Political science; Aesthetics; Literature; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007131515,0.00009775349,0.0001097609,0.0005706216,0.003000878,0.0005076729,0.0008915773,0.00008838536,0.00176926],"category_scores_gemma":[0.0003022351,0.00009071443,0.0001349685,0.0005546864,0.0006362509,0.0005644311,0.0001475959,0.001006832,0.001490208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003722731,"about_ca_system_score_gemma":0.0006085054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004818622,"about_ca_topic_score_gemma":0.0002729948,"domain_scores_codex":[0.9956955,0.000476588,0.0002996869,0.0002162586,0.002483485,0.0008285004],"domain_scores_gemma":[0.9983128,0.0004508299,0.00005790602,0.0001313486,0.0006602966,0.0003868591],"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":[0.0000504476,0.0002498919,0.0005685131,0.000008841511,0.0001173835,0.000528925,0.09009021,0.00006082904,0.001056972,0.8232265,0.08144428,0.002597247],"study_design_scores_gemma":[0.0004268861,0.0001367976,0.003730304,0.00007046422,0.000005002818,0.00004509729,0.01957574,0.0003933712,0.00009321653,0.4447863,0.5305845,0.0001523157],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3865959,0.0000596256,0.0004200185,0.2161485,0.002267728,0.0002512077,0.00003804757,0.0001501719,0.3940688],"genre_scores_gemma":[0.961073,0.000663998,0.0001252331,0.0001495702,0.001984652,0.00001684178,0.00001786562,0.00001854102,0.03595034],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5744771,"threshold_uncertainty_score":0.9992872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2469937287555046,"score_gpt":0.5098467813994203,"score_spread":0.2628530526439157,"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."}}