{"id":"W4200066744","doi":"10.3138/9781487539344-002","title":"Preface and Acknowledgments","year":2021,"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":"York University","keywords":"History; 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":[0.001364183,0.0007717277,0.0006496474,0.003674142,0.002932668,0.004007157,0.001559874,0.001231633,0.3148113],"category_scores_gemma":[0.0104591,0.0003418654,0.0003800039,0.00249342,0.0007887378,0.003213437,0.002308078,0.003886265,0.1752739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002687741,"about_ca_system_score_gemma":0.001890524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003820179,"about_ca_topic_score_gemma":0.003938904,"domain_scores_codex":[0.998778,0.0002109472,0.000095772,0.0001787911,0.0006552066,0.00008122337],"domain_scores_gemma":[0.9931663,0.001157858,0.0002354783,0.0005095454,0.004252698,0.0006780999],"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":[0.00001523131,0.00001368878,0.00005899188,0.0001294135,0.000001104598,0.00005092402,0.0002904275,0.00002649096,0.0001412868,0.008357358,0.9652289,0.02568622],"study_design_scores_gemma":[0.000001383246,0.000005324246,0.0001409156,0.00009449456,7.53339e-7,0.00004674119,0.0001085477,0.00001262263,0.00004459526,0.0009810427,0.9985606,0.000002861943],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001598126,0.009959934,0.007213429,0.03017739,0.1423081,0.0006350745,0.01126059,0.00190743,0.7949399],"genre_scores_gemma":[0.005406341,0.004015665,0.003245768,0.004259406,0.01564054,0.0004131017,0.008072443,0.001110373,0.9578364],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3148113,"threshold_uncertainty_score":0.9773385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04499382711770761,"score_gpt":0.215039351972911,"score_spread":0.1700455248552034,"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."}}