{"id":"W4388970280","doi":"10.36019/9781978834927-toc","title":"CONTENTS","year":2023,"lang":"en","type":"paratext","venue":"Rutgers University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakeshore General Hospital","funders":"","keywords":"Computer science","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":[],"category_scores_codex":[0.0001585295,0.0006572459,0.0007921756,0.0007104857,0.0003324845,0.0001076597,0.001437607,0.0007998804,0.0005662093],"category_scores_gemma":[0.00002815889,0.000832575,0.0004400905,0.0001115537,0.0003829602,0.000135837,0.000826712,0.0009088868,0.1152137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006839539,"about_ca_system_score_gemma":0.000203076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002127327,"about_ca_topic_score_gemma":0.000004305975,"domain_scores_codex":[0.9968991,0.0003134918,0.0002593584,0.0009771932,0.0006926788,0.0008581206],"domain_scores_gemma":[0.9978029,0.000154452,0.0004233047,0.001008047,0.0002449453,0.0003663669],"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":[0.0002445091,0.00002769269,7.549695e-7,0.0001429501,0.0005656529,0.000430038,0.0002640826,0.00005322134,0.003033128,0.0004951716,0.9945222,0.0002206192],"study_design_scores_gemma":[0.001379681,0.00003955903,0.000002876541,0.0002744886,0.0003039118,0.000005017512,0.0000594219,0.00004622741,0.007818582,0.000004782344,0.9892562,0.0008092644],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00006232574,0.00009154166,0.00004571656,0.00001252475,0.003209571,0.0007279024,0.003944007,0.0007645709,0.9911419],"genre_scores_gemma":[0.00194896,0.0001157496,0.00004459874,0.00004382931,0.0002543532,0.000002596026,0.0007535443,0.0003260396,0.9965103],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1146475,"threshold_uncertainty_score":0.9994125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05752104865658474,"score_gpt":0.2444603200183741,"score_spread":0.1869392713617893,"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."}}