{"id":"W4390925356","doi":"10.1515/9780776627922-fm","title":"Frontmatter","year":2019,"lang":"en","type":"book-chapter","venue":"University of Ottawa Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Psychology","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":[0.000125918,0.0004583904,0.00072798,0.0002942344,0.00008462227,0.00001621083,0.0009244067,0.000584635,0.006189419],"category_scores_gemma":[0.000004024276,0.0005886296,0.0004054041,0.000003402646,0.0004292805,0.00009354356,0.0004763772,0.0005084992,0.01488691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001708608,"about_ca_system_score_gemma":0.0001487197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007833476,"about_ca_topic_score_gemma":0.0003824224,"domain_scores_codex":[0.9983114,0.00003459208,0.0002423316,0.0005775646,0.0005217507,0.0003123838],"domain_scores_gemma":[0.9979113,0.00006176694,0.0006085177,0.001068261,0.0002133651,0.0001367856],"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":[0.0001076104,0.00001692382,0.00002724953,0.00020393,0.000493287,0.000129641,0.0005144029,0.00001188677,0.0002082249,0.3800194,0.6172986,0.0009688453],"study_design_scores_gemma":[0.0009163806,0.00005920498,0.00003717874,0.0002779425,0.0003627279,0.000006501002,0.0000191286,0.00001739935,0.0002329634,0.0005430327,0.9969791,0.0005484086],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004097872,0.0001331818,0.00009036667,0.00001124509,0.0002095864,0.0005233363,0.0008805955,0.00018171,0.997929],"genre_scores_gemma":[0.001408515,0.000003725794,0.0004815156,0.00004297766,0.00006346251,6.465681e-8,0.00007337567,0.0001687883,0.9977576],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3796805,"threshold_uncertainty_score":0.9996565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0228263299689964,"score_gpt":0.1963641200691568,"score_spread":0.1735377901001604,"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."}}