{"id":"W4385593048","doi":"10.59962/9780774835152-001","title":"Acknowledgments","year":2018,"lang":"en","type":"book-chapter","venue":"University of British Columbia 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 Oxford; German Historical Institute","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007088188,0.0001215874,0.0003057958,0.00002474292,0.0004304394,0.000206047,0.000374371,0.0001964685,0.01726826],"category_scores_gemma":[0.000003847143,0.0002907589,0.0002351649,0.000001440667,0.001182039,0.00008766662,0.0001430441,0.0001887781,0.00008315436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000656169,"about_ca_system_score_gemma":0.00009833525,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04983798,"about_ca_topic_score_gemma":0.3062557,"domain_scores_codex":[0.9991232,0.0000167913,0.0001621488,0.0003114646,0.0002237877,0.000162591],"domain_scores_gemma":[0.9988784,0.00002635823,0.0002086918,0.0002928332,0.0005205976,0.00007310405],"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":[0.000005572337,0.00004197257,0.000009985485,0.0001555178,0.0002348894,0.00001666643,0.02023466,2.172559e-8,3.933583e-7,0.05632006,0.9200648,0.002915462],"study_design_scores_gemma":[0.0002975054,0.00006114715,0.00002709993,0.0003712546,0.0001461825,0.000002659164,0.001049629,9.131698e-7,3.901609e-7,0.01677239,0.9809961,0.0002746949],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001372618,0.0002117341,0.000001372833,0.000008191862,0.0008388858,0.0002434764,0.0007811501,0.00006722689,0.9964753],"genre_scores_gemma":[0.003493765,0.0001859205,0.00004970422,0.00005642979,0.00102755,3.506773e-7,0.00006389171,0.00003389528,0.9950885],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2564177,"threshold_uncertainty_score":0.9999545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03718722907763381,"score_gpt":0.1956335664882455,"score_spread":0.1584463374106117,"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."}}