{"id":"W4236146070","doi":"10.1515/9780823294299-fm","title":"Frontmatter","year":2021,"lang":"en","type":"book-chapter","venue":"Fordham University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; McGill University","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":["insufficient_payload"],"category_scores_codex":[0.00009808134,0.0006596626,0.0007054085,0.0003048879,0.0002388701,0.00008315513,0.0008161733,0.0007340995,0.0049325],"category_scores_gemma":[0.000006596795,0.0008425454,0.0005373901,0.000008085831,0.0002863445,0.0001478947,0.000974726,0.0008403542,0.004331895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004967329,"about_ca_system_score_gemma":0.0001931891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001797519,"about_ca_topic_score_gemma":0.00009705495,"domain_scores_codex":[0.9977391,0.00005578629,0.0002476861,0.0008889134,0.000558487,0.0005100712],"domain_scores_gemma":[0.9978538,0.00005965786,0.000339134,0.001206254,0.0002736793,0.0002674724],"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":[0.0001464583,0.00001775545,0.00000324485,0.00009436065,0.0005699628,0.002038097,0.0001647095,0.000004400682,0.00009260893,0.5423285,0.4534186,0.001121313],"study_design_scores_gemma":[0.000821122,0.00003879238,0.000008160252,0.0002704332,0.0004637231,0.00003942468,0.00004376948,0.00001268789,0.0002327247,0.0004390524,0.9967839,0.0008461751],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004440206,0.0001515231,0.0001509999,0.0000157154,0.0003566318,0.0004671475,0.001218844,0.0004922962,0.9971024],"genre_scores_gemma":[0.000114491,0.000009821308,0.0004235622,0.00009266632,0.0002217902,7.524386e-7,0.0003150456,0.0002851916,0.9985367],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5433653,"threshold_uncertainty_score":0.9994025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02849281741275076,"score_gpt":0.1960804958497158,"score_spread":0.167587678436965,"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."}}