{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002387485,0.001850592,0.001227544,0.002461899,0.001982712,0.004534368,0.001350974,0.001971685,0.9219916],"category_scores_gemma":[0.0007958175,0.0009613457,0.0006856518,0.002307003,0.0004813789,0.003450476,0.002756246,0.00184265,0.8971888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007861737,"about_ca_system_score_gemma":0.0006546087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004071766,"about_ca_topic_score_gemma":0.01428402,"domain_scores_codex":[0.9997759,0.00001831011,0.000007048708,0.00005360174,0.000100049,0.00004515678],"domain_scores_gemma":[0.9996734,0.00006838732,0.00001243465,0.00005847135,0.00009928495,0.00008807978],"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":[0.00004113025,0.00004679735,0.00009050498,0.0001593405,0.000003358537,0.00007011167,0.00009034829,0.00008709159,0.000386702,0.003764085,0.8388196,0.1564409],"study_design_scores_gemma":[0.000006744075,0.00001186432,0.0002012448,0.00007019183,0.000002435583,0.00005574405,0.00006626408,0.00005966035,0.0001213849,0.0007592945,0.99864,0.000005164933],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001897956,0.0006110385,0.0002912291,0.0001435797,0.0003070913,0.00002648748,0.0006987942,0.0006125047,0.9971194],"genre_scores_gemma":[0.0002827811,0.0001682822,0.00007080369,0.00006527005,0.00002314979,0.000006434959,0.0002202125,0.0001488561,0.9990143],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07800835,"threshold_uncertainty_score":0.1112695,"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."}}