{"id":"W4317039180","doi":"10.4324/9781003349020-19","title":"Lingerings","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Academic Freedom and Politics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":["insufficient_payload"],"category_scores_codex":[0.0002268953,0.0000920987,0.0001218891,0.00005155237,0.0001487727,0.0000212293,0.0002097314,0.0005214819,0.00257794],"category_scores_gemma":[0.00006905212,0.00009051486,0.00007373183,0.00001448702,0.0002506199,0.00002617743,0.00004631122,0.0002896658,0.005049546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004935824,"about_ca_system_score_gemma":0.0001462551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00100479,"about_ca_topic_score_gemma":0.0005489183,"domain_scores_codex":[0.9992781,0.000005242835,0.0001167576,0.0001264695,0.000258156,0.0002153233],"domain_scores_gemma":[0.9996017,0.000115888,0.00004617392,0.00009506864,0.00003654262,0.0001046457],"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":[1.756493e-7,2.552421e-7,0.000001649714,0.000003589801,0.00000646978,0.000002842969,0.0007584449,6.697943e-8,1.051121e-7,0.8672307,0.1307677,0.001228028],"study_design_scores_gemma":[0.00001194765,0.000002594152,5.736755e-7,0.00002093028,0.000007450554,1.008286e-7,0.00006956746,5.712426e-7,5.485732e-7,0.2527145,0.7470822,0.00008905056],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[8.021532e-7,0.00009268679,0.00001730785,0.001346542,0.001218492,0.0000694276,0.000009087395,0.0003243499,0.9969213],"genre_scores_gemma":[0.00008901591,0.001368919,0.00006348251,0.0004983285,0.002900548,0.000001190222,0.000004743736,0.00003073779,0.995043],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6163144,"threshold_uncertainty_score":0.9983338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05912668166736061,"score_gpt":0.3116284670144219,"score_spread":0.2525017853470612,"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."}}