{"id":"W4403861212","doi":"10.5325/dickstudannu.55.2.0273","title":"Recent Dickens Studies: 2022 Concluded","year":2024,"lang":"en","type":"article","venue":"Dickens Studies Annual","topic":"Historical Psychiatry and Medical Practices","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"Mathematics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009462485,0.0003898061,0.0006986077,0.0001528519,0.0005031417,0.00003236156,0.0003004264,0.0001912361,0.001998397],"category_scores_gemma":[0.001591555,0.0003001211,0.0002205375,0.0007287015,0.0007665411,0.0002260089,0.0002716898,0.0008399282,0.003022104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003064571,"about_ca_system_score_gemma":0.00009276601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003804602,"about_ca_topic_score_gemma":0.00007006931,"domain_scores_codex":[0.9967808,0.0003457637,0.0006557797,0.0008876974,0.000563611,0.0007663515],"domain_scores_gemma":[0.997094,0.001672581,0.0001313783,0.0004830495,0.0003290254,0.0002899044],"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":[0.0001305924,0.000263964,0.00008848915,0.0001377024,0.002427988,0.000532795,0.05696635,6.758323e-7,0.00001077541,0.01484585,0.8629965,0.06159832],"study_design_scores_gemma":[0.000496075,0.0004664634,0.0001413311,0.0001155231,0.0002658057,0.0000416134,0.1148482,0.0000040769,0.000003506873,0.001314236,0.881988,0.0003152472],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02340513,0.7843503,0.00007002989,0.04252952,0.05182557,0.0005584527,0.0002596593,0.0007619199,0.09623942],"genre_scores_gemma":[0.5531903,0.236338,0.000431476,0.01886216,0.01352659,0.000814444,0.0001087742,0.0002830221,0.1764452],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5480123,"threshold_uncertainty_score":0.9999451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1007056562294302,"score_gpt":0.4595171282667778,"score_spread":0.3588114720373476,"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."}}