{"id":"W4244714106","doi":"10.1515/9780271090771-fm","title":"Frontmatter","year":2007,"lang":"en","type":"book-chapter","venue":"Penn State University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","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":[0.0002694528,0.0007625562,0.0006933368,0.0006199856,0.0002422598,0.00007926396,0.0009510416,0.0004961159,0.002590214],"category_scores_gemma":[0.000004480871,0.0009465466,0.000365153,0.000008698385,0.0004666277,0.0001811871,0.0007767383,0.000989261,0.01162065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006778961,"about_ca_system_score_gemma":0.0001214516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007926802,"about_ca_topic_score_gemma":0.0003436089,"domain_scores_codex":[0.9972512,0.00005307172,0.0003306941,0.0009097226,0.0007179795,0.0007373784],"domain_scores_gemma":[0.9977008,0.0001014339,0.0004879034,0.001033526,0.0002899823,0.0003863606],"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":[0.001256398,0.0000389418,0.000008022454,0.000182182,0.001026501,0.004378431,0.001335805,0.00001150917,0.0001638157,0.4161532,0.5690426,0.006402569],"study_design_scores_gemma":[0.001003493,0.00004518685,0.00001254693,0.0001433358,0.0003402068,0.00001931178,0.0000355098,0.00001341935,0.0001876349,0.001065426,0.9961596,0.000974331],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00007049638,0.00007166532,0.0003572416,0.000007295739,0.0002416212,0.0006508077,0.001978094,0.0005722151,0.9960505],"genre_scores_gemma":[0.00009769126,0.00001878988,0.0005564392,0.0001055748,0.0001184669,3.479601e-7,0.0001685301,0.000313594,0.9986206],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.427117,"threshold_uncertainty_score":0.9992985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04392725843402562,"score_gpt":0.2239088648747217,"score_spread":0.1799816064406961,"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."}}