{"id":"W4389693224","doi":"10.1515/9780889778085-fm","title":"Frontmatter","year":2021,"lang":"en","type":"book-chapter","venue":"University of Regina Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"Canada Council for the Arts; Government of Canada","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00008714425,0.0004071948,0.000678877,0.0002204462,0.0001092234,0.00001973634,0.0006887618,0.0004917226,0.002326665],"category_scores_gemma":[0.000005091871,0.0005498888,0.0004017475,0.00000475604,0.0005738548,0.00007378075,0.0005586791,0.000489219,0.001729694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001770692,"about_ca_system_score_gemma":0.0001527647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002976597,"about_ca_topic_score_gemma":0.0001855752,"domain_scores_codex":[0.9985198,0.00004166228,0.0001050464,0.0005809237,0.0004735348,0.0002790602],"domain_scores_gemma":[0.9980049,0.00004755908,0.0004653672,0.001038192,0.0002986451,0.0001453255],"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":[0.0001117023,0.00001135939,0.000004010029,0.0001864205,0.0004303526,0.000839651,0.0004372494,0.000003016261,0.0001733375,0.1924303,0.8035449,0.001827776],"study_design_scores_gemma":[0.000635033,0.0000347895,0.000004999959,0.0005452974,0.000405735,0.00002065369,0.00005822617,0.000009361919,0.0003162614,0.000397457,0.9970945,0.0004777547],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004166533,0.0005812463,0.0001493806,0.0001513869,0.0001314074,0.0002714206,0.0003636783,0.0001643133,0.9981455],"genre_scores_gemma":[0.0001065223,0.00002759138,0.0007927412,0.00003205759,0.00006848566,9.746108e-8,0.00008995381,0.0001315598,0.998751],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1935496,"threshold_uncertainty_score":0.9996952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03002682711992081,"score_gpt":0.1972609111074846,"score_spread":0.1672340839875638,"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."}}