{"id":"W4394900800","doi":"10.15215/aupress/9781927356111-fm","title":"Frontmatter","year":2016,"lang":"en","type":"book-chapter","venue":"Athabasca University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Government of Alberta","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":[0.0001361687,0.0007670879,0.0006797486,0.0003911346,0.0002303398,0.0000531584,0.001207245,0.000750909,0.004254533],"category_scores_gemma":[0.000007467668,0.0007731908,0.0005471859,0.000005674323,0.0004750412,0.0002326601,0.0009789609,0.0006040372,0.02225336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006377486,"about_ca_system_score_gemma":0.0001355719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002100539,"about_ca_topic_score_gemma":0.00007515912,"domain_scores_codex":[0.9974622,0.00006181745,0.0002616303,0.0009808415,0.0006351005,0.0005984771],"domain_scores_gemma":[0.9975222,0.0001201474,0.0004362436,0.001382724,0.0002139591,0.0003247433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001830704,0.00001085287,0.000007966529,0.00004452726,0.0004442673,0.000584956,0.0001365025,1.34325e-7,0.0001356682,0.602757,0.3932607,0.002434438],"study_design_scores_gemma":[0.001131767,0.00004914387,0.00002249592,0.0004203744,0.000391631,0.00002271185,0.000009067019,0.000002349985,0.0002015476,0.001072098,0.9957057,0.0009711509],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003731685,0.00008938091,0.0001612393,0.00003496708,0.0003151211,0.0005412468,0.002040914,0.0006598848,0.9961199],"genre_scores_gemma":[0.0004028961,0.00001032273,0.0001681567,0.0001037798,0.0003058931,8.239663e-7,0.00004156057,0.0003307551,0.9986358],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.602445,"threshold_uncertainty_score":0.9994719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02321510121550324,"score_gpt":0.1991610764636917,"score_spread":0.1759459752481885,"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."}}