{"id":"W4389694649","doi":"10.1515/9780889775343-fm","title":"Frontmatter","year":2018,"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; Library and Archives Canada","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":[0.0001135374,0.0004261754,0.0006005879,0.0002768309,0.0001276244,0.00001579382,0.0008968263,0.0005234997,0.004384866],"category_scores_gemma":[0.000004229213,0.0005426276,0.0003215686,0.0000037708,0.001239227,0.00008602466,0.0005016399,0.0003743411,0.008574222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001692219,"about_ca_system_score_gemma":0.0000939063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002675624,"about_ca_topic_score_gemma":0.0001681743,"domain_scores_codex":[0.9985422,0.00003219646,0.0001046747,0.0005577941,0.0004595148,0.0003035989],"domain_scores_gemma":[0.9978788,0.00003818896,0.0005583764,0.001066257,0.0003068214,0.0001515895],"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":[0.000188471,0.00000736551,0.00000280268,0.0001050042,0.0002821849,0.0001440853,0.0007760691,4.686063e-7,0.00007138159,0.04636124,0.9512745,0.0007864895],"study_design_scores_gemma":[0.0006573868,0.00009186855,0.00000437222,0.0004038785,0.0003688733,0.00001182958,0.00003802849,0.00001093395,0.0002305512,0.001329154,0.9963644,0.0004887222],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009339886,0.0001477338,0.0001583859,0.00008480276,0.0001468904,0.0003580086,0.0003815899,0.0002185462,0.9984106],"genre_scores_gemma":[0.0001266033,0.00001010339,0.0007960423,0.0000280219,0.0001351216,9.255078e-8,0.00004181126,0.0001419369,0.9987203],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04508996,"threshold_uncertainty_score":0.9997025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03041512794021584,"score_gpt":0.2004018492601048,"score_spread":0.169986721319889,"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."}}