{"id":"W4244121680","doi":"10.3138/9781487518707-fm","title":"Frontmatter","year":2018,"lang":"en","type":"book-chapter","venue":"University of Toronto Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Università di Pisa; University of Toronto; Scuola Normale Superiore; University of Southern California; Yale University","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001976909,0.001539189,0.0008113849,0.002010837,0.002485886,0.005108148,0.00105527,0.001494453,0.893464],"category_scores_gemma":[0.0008028169,0.0007238432,0.0004421898,0.0026157,0.0006024583,0.002981366,0.002525571,0.001507767,0.8113841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002111909,"about_ca_system_score_gemma":0.001888123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03203162,"about_ca_topic_score_gemma":0.136181,"domain_scores_codex":[0.9997765,0.00001491043,0.000006580243,0.00004595602,0.0001052811,0.00005077532],"domain_scores_gemma":[0.999634,0.00004817713,0.00001460259,0.00005827344,0.0001266644,0.0001182241],"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":[0.00001823686,0.00001407497,0.00008028541,0.0001146146,0.00000175645,0.00005064643,0.0001533503,0.00005174794,0.0001897788,0.004136375,0.9077892,0.08739998],"study_design_scores_gemma":[0.000002259161,0.000003327393,0.0001597597,0.0000506566,0.000001318755,0.00002386504,0.00008009624,0.00002140148,0.00005265469,0.0003856613,0.9992163,0.000002768531],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001811585,0.000945721,0.0001997047,0.0002423894,0.0003507385,0.00001500552,0.0009561213,0.0005160136,0.9965932],"genre_scores_gemma":[0.0004102998,0.0002532316,0.00005424906,0.00004686302,0.00002181157,0.000003877713,0.0002669206,0.0001301058,0.9988127],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.106536,"threshold_uncertainty_score":0.1519606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02309324404999936,"score_gpt":0.2035867307560027,"score_spread":0.1804934867060033,"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."}}