{"id":"W4396894844","doi":"10.4324/9781003372738-13","title":"Afterword","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Global Educational Policies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007387499,0.0009563071,0.0005934951,0.001595345,0.002568199,0.005456106,0.001499808,0.002223246,0.411204],"category_scores_gemma":[0.004036433,0.0003460587,0.0004890523,0.001347409,0.001170534,0.005607723,0.002507428,0.00416701,0.2947667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002143178,"about_ca_system_score_gemma":0.001363923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002918485,"about_ca_topic_score_gemma":0.004243231,"domain_scores_codex":[0.9992768,0.0001179554,0.00003754241,0.0001321943,0.000366707,0.00006885064],"domain_scores_gemma":[0.9983382,0.00038015,0.00006842865,0.0001487573,0.0008747073,0.0001896324],"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":[0.00001041509,0.00001042517,0.00004048801,0.00008941301,9.359211e-7,0.00004846548,0.0002316211,0.00003257535,0.0001014504,0.02160654,0.9393426,0.0384852],"study_design_scores_gemma":[9.351295e-7,0.000003702921,0.00004027251,0.00005551583,3.915525e-7,0.00006037806,0.0001079298,0.00001503717,0.0000387441,0.001480512,0.9981945,0.000002075923],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007180574,0.005218131,0.003801526,0.02618708,0.03330205,0.0002800884,0.001581201,0.001122835,0.927789],"genre_scores_gemma":[0.002080203,0.00170114,0.001018476,0.003398742,0.002131242,0.00007854159,0.0007180306,0.0005059098,0.9883677],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.588796,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01963196251907245,"score_gpt":0.3209465149368014,"score_spread":0.3013145524177289,"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."}}