{"id":"W4281772954","doi":"10.7312/rose20488-fm","title":"Frontmatter","year":2022,"lang":"en","type":"book-chapter","venue":"Columbia University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","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":[0.0001584474,0.0004631412,0.0006460036,0.0002353366,0.0006605358,0.0001579769,0.001320948,0.0004545522,0.04642013],"category_scores_gemma":[0.000006357916,0.0008945102,0.0004421931,0.00001015752,0.0003777341,0.0001568859,0.001812348,0.001196396,0.003378803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001163962,"about_ca_system_score_gemma":0.0002166937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006482105,"about_ca_topic_score_gemma":0.003111045,"domain_scores_codex":[0.9974511,0.0001036362,0.0002501682,0.0009553645,0.0007405261,0.0004992158],"domain_scores_gemma":[0.9978157,0.00007355941,0.0004201086,0.001280293,0.0001439415,0.0002664094],"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":[0.0001171184,0.00001860842,0.0000122906,0.00005187921,0.0003530784,0.0009360348,0.000175248,0.000004105338,0.00002506519,0.1326494,0.8647496,0.000907611],"study_design_scores_gemma":[0.0009131778,0.00007089778,0.00002771792,0.00006619763,0.0004902114,0.00002168849,0.00003172378,0.00001046001,0.000005604772,0.0005683909,0.9969066,0.0008872694],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005597813,0.00007411298,0.000008759457,0.00001106462,0.0004471276,0.0008245059,0.002416749,0.0006482847,0.9955134],"genre_scores_gemma":[0.0001710884,0.000007096683,0.0001039906,0.0001315574,0.0001298637,0.000002894801,0.0002392489,0.0003108663,0.9989034],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1321571,"threshold_uncertainty_score":0.9993505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02442890138292773,"score_gpt":0.1871621486869076,"score_spread":0.1627332473039799,"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."}}