{"id":"W4413362441","doi":"10.1515/9789048571079-fm","title":"Frontmatter","year":2025,"lang":"en","type":"book-chapter","venue":"Amsterdam University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of Toronto; European Commission; University of Southampton; University of East Anglia; University of Hull; Massachusetts Institute of Technology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001122563,0.0007490322,0.0007521842,0.000553659,0.0002396594,0.00008430081,0.001198646,0.0007573584,0.001169093],"category_scores_gemma":[0.000005798858,0.0009307234,0.0004693345,0.00000970216,0.0003690833,0.0001589455,0.00128538,0.0008592197,0.004673241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005530602,"about_ca_system_score_gemma":0.0001771799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002850999,"about_ca_topic_score_gemma":0.00008911914,"domain_scores_codex":[0.9976679,0.00007203191,0.0002982284,0.0009568503,0.0004949064,0.0005100876],"domain_scores_gemma":[0.9977191,0.0001079164,0.0003618807,0.001387886,0.0002083749,0.0002148528],"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":[0.0001923064,0.00001687757,0.000003196088,0.0001182064,0.00050626,0.0004603761,0.0001599631,0.000001258347,0.00002983375,0.3725229,0.6231391,0.002849658],"study_design_scores_gemma":[0.001218747,0.00004086327,0.000006996022,0.0005053516,0.0006693197,0.000009983884,0.00002068337,0.00001665576,0.0001121957,0.0006331583,0.9959542,0.0008118304],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001276828,0.00008597282,0.0001482027,0.00003163286,0.0004206015,0.0006622903,0.001068983,0.0006187126,0.9969509],"genre_scores_gemma":[0.0001603429,0.000007201674,0.000243217,0.000313651,0.0001413409,9.558727e-7,0.0001356055,0.0001678764,0.9988298],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.372815,"threshold_uncertainty_score":0.999744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02035788620588771,"score_gpt":0.2057142023312529,"score_spread":0.1853563161253652,"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."}}