{"id":"W4213083616","doi":"10.3138/9781487517236-fm","title":"Frontmatter","year":2019,"lang":"en","type":"book-chapter","venue":"University of Toronto Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; ECW Press (Canada)","funders":"University of Toronto; Ontario Arts Council; Canada Council for the Arts; Norges Forskningsråd; Government of Ontario","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001798893,0.0008691082,0.0004058201,0.001156345,0.002984442,0.005246906,0.0006915543,0.001438611,0.3646787],"category_scores_gemma":[0.0004854209,0.0004623807,0.0001979591,0.001795195,0.001359454,0.002528683,0.001573982,0.001415437,0.1353092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005729372,"about_ca_system_score_gemma":0.003217035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1275382,"about_ca_topic_score_gemma":0.4068175,"domain_scores_codex":[0.9998212,0.00002305713,0.000004671554,0.00003186716,0.00007124515,0.00004791817],"domain_scores_gemma":[0.9998422,0.0000263917,0.000007726176,0.0000272582,0.0000495222,0.00004692224],"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":[0.00001884712,0.000008541532,0.00007781883,0.00009365632,0.00000159523,0.0000617908,0.001238242,0.00005284471,0.0001579041,0.06492633,0.8625985,0.07076385],"study_design_scores_gemma":[9.446431e-7,0.000001577218,0.000127295,0.00003788833,7.22654e-7,0.00001484892,0.0002119211,0.00001430123,0.00003073594,0.001283866,0.9982743,0.000001564757],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000338617,0.006738474,0.0002381627,0.001190832,0.0005226487,0.000008264469,0.0002619275,0.0001182253,0.9905828],"genre_scores_gemma":[0.001821458,0.001069843,0.00006300429,0.0001068206,0.00003732323,0.000003152685,0.00006154057,0.00004797683,0.9967889],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6353213,"threshold_uncertainty_score":0.9062087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02031612652219551,"score_gpt":0.1966816259906769,"score_spread":0.1763654994684813,"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."}}