{"id":"W4249288299","doi":"10.3138/9781487514976-004","title":"Acknowledgments","year":2020,"lang":"en","type":"book-chapter","venue":"University of Toronto Press eBooks","topic":"Education, Philosophy, and Society","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004306947,0.0008409799,0.0009087823,0.002156178,0.002290392,0.003271451,0.002290161,0.001008214,0.2247228],"category_scores_gemma":[0.02456148,0.0002749263,0.0004951962,0.001479341,0.0008090456,0.002210066,0.00413084,0.003134298,0.1719876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003108142,"about_ca_system_score_gemma":0.004326411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0051915,"about_ca_topic_score_gemma":0.006307065,"domain_scores_codex":[0.9946061,0.001098537,0.0002014943,0.0006287404,0.003167328,0.0002978352],"domain_scores_gemma":[0.9760591,0.002329643,0.0006695539,0.001253586,0.0164451,0.003243138],"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":[0.0000384071,0.00001636822,0.0004761907,0.0001382649,0.000005525763,0.0001553015,0.0006763457,0.00008546875,0.0003586553,0.007652297,0.96068,0.02971719],"study_design_scores_gemma":[0.000006498619,0.000007839765,0.0004384283,0.00015837,0.000004200644,0.0001824509,0.0006912469,0.00005308484,0.0001539915,0.002094847,0.9962005,0.000008410487],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009209319,0.01265608,0.0351049,0.2061858,0.1101102,0.001441386,0.0419508,0.005343549,0.5779979],"genre_scores_gemma":[0.03719495,0.007278111,0.02275365,0.04307542,0.01324816,0.001272971,0.02300324,0.003468363,0.8487052],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7752772,"threshold_uncertainty_score":0.7517727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05549508585504639,"score_gpt":0.2149152523842278,"score_spread":0.1594201665291814,"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."}}