{"id":"W4205232835","doi":"10.12987/9780300262445-fm","title":"Frontmatter","year":2021,"lang":"en","type":"book-chapter","venue":"Collapse","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0001080821,0.0004557146,0.0005727602,0.0001765597,0.00006880839,0.00009768447,0.0002978307,0.0004739554,0.1522032],"category_scores_gemma":[0.00003169901,0.000492032,0.0002761324,0.00003885698,0.0001032336,0.00005641113,0.0002317911,0.000403635,0.3878877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003006516,"about_ca_system_score_gemma":0.0002685473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005539646,"about_ca_topic_score_gemma":0.00009148283,"domain_scores_codex":[0.9983137,0.00001926278,0.000319231,0.0005937763,0.0004486155,0.000305442],"domain_scores_gemma":[0.9983336,0.0000469789,0.000195175,0.001042556,0.0002214367,0.0001602651],"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":[0.00001810149,0.00001074554,0.000006739511,0.00003368375,0.0001362137,0.0005418638,0.00003563123,9.368924e-7,0.0001875701,0.03271632,0.9656661,0.0006460744],"study_design_scores_gemma":[0.0003361971,0.00001827865,0.00001549849,0.0002389053,0.0001300361,0.00004068535,0.000005690948,0.000003381593,0.00009069132,0.003031038,0.9955601,0.0005295413],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003613672,0.002818234,0.000005900406,0.0001802828,0.0008134097,0.0003034697,0.0005355434,0.0002309446,0.9950761],"genre_scores_gemma":[0.0001054125,0.00001471317,0.0003513094,0.0007812792,0.0007115435,0.00001984693,0.000382628,0.0004807541,0.9971525],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2356846,"threshold_uncertainty_score":0.9997531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02292096306669323,"score_gpt":0.2383938985806516,"score_spread":0.2154729355139584,"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."}}