{"id":"W4393043833","doi":"10.11647/obp.0399","title":"Byron and Trinity","year":2024,"lang":"en","type":"book","venue":"Open Book Publishers","topic":"Philippine History and Culture","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Clair College; Trinity College","funders":"","keywords":"Philosophy; Psychology; History","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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008977315,0.0002237855,0.0003256089,0.00007938451,0.0005745578,0.003616383,0.001073306,0.0005201729,0.00738227],"category_scores_gemma":[0.00009360976,0.0002110512,0.00009839516,0.0001054481,0.000481115,0.002922685,0.0002827326,0.0006829003,0.0004168342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005321521,"about_ca_system_score_gemma":0.002196298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007504779,"about_ca_topic_score_gemma":0.002602592,"domain_scores_codex":[0.9985023,0.0001160796,0.0001890069,0.0005113072,0.0003943472,0.000286963],"domain_scores_gemma":[0.9992296,0.00004297664,0.0001034062,0.0002788327,0.00007903254,0.0002662278],"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":[0.000006811866,0.000008681194,6.724304e-7,0.00003313239,0.00003703827,0.00001825794,0.005976317,4.902858e-8,4.964351e-7,0.05288612,0.9361517,0.004880705],"study_design_scores_gemma":[0.0001248071,0.00002092267,0.000001154267,0.000107117,0.0000582252,0.000001865761,0.0007417899,1.855855e-7,3.769273e-7,0.01768984,0.9809785,0.0002751721],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003890853,0.006534487,8.200449e-7,0.003312655,0.001275609,0.0005725291,0.00003283342,0.0001051947,0.988162],"genre_scores_gemma":[0.00003382106,0.0002497119,0.00002170632,0.001547817,0.0006479974,0.0000396617,0.00006539291,0.00003365035,0.9973602],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04482682,"threshold_uncertainty_score":0.997418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03297818326308582,"score_gpt":0.3088122374606011,"score_spread":0.2758340541975153,"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."}}