{"id":"W4407750507","doi":"10.1093/9780191989148.003.0002","title":"After Lights Out","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Classical Studies and Philology","field":"Arts and Humanities","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000837799,0.0006470787,0.0005024021,0.0008868623,0.00423768,0.006983086,0.0009870125,0.002405742,0.3190905],"category_scores_gemma":[0.002698492,0.0002689863,0.0006151801,0.0006944494,0.001741997,0.005594881,0.002877267,0.00544518,0.2036084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002213249,"about_ca_system_score_gemma":0.001768644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004254987,"about_ca_topic_score_gemma":0.006141374,"domain_scores_codex":[0.9991869,0.0001548291,0.00002697355,0.0001477753,0.0003476347,0.0001358227],"domain_scores_gemma":[0.9988337,0.0001766113,0.00003781777,0.000154307,0.0005539951,0.0002434889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002143581,0.00001713513,0.00008676099,0.00007946601,0.000002258456,0.0001037195,0.0006518111,0.00002748819,0.000191237,0.03519255,0.9208099,0.04281641],"study_design_scores_gemma":[0.000001233559,0.000005647973,0.00005572112,0.00006596432,8.742253e-7,0.00004452897,0.0003069277,0.000008948925,0.00006114099,0.002074389,0.9973719,0.00000269379],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001369269,0.007973695,0.002006855,0.04571782,0.05865821,0.0001124545,0.0007308408,0.0008871269,0.8825437],"genre_scores_gemma":[0.005563216,0.00188753,0.0003743779,0.006414193,0.003462309,0.00002581552,0.0002053077,0.0003753522,0.9816918],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3190905,"threshold_uncertainty_score":0.9712347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03801603037993814,"score_gpt":0.2176701574619782,"score_spread":0.1796541270820401,"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."}}