{"id":"W998314259","doi":"10.1017/cbo9781139128834.002","title":"Introduction","year":2013,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Medieval History and Crusades","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political 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":[0.00004704468,0.0002528908,0.0002563357,0.0001195844,0.0003598997,0.00006166977,0.000245788,0.0001610414,0.001976065],"category_scores_gemma":[0.000003823503,0.0002755609,0.0001514125,8.879557e-7,0.0005357307,0.0001345289,0.00009193399,0.0003416798,0.0007153194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001342408,"about_ca_system_score_gemma":0.00003791497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001384321,"about_ca_topic_score_gemma":0.00000903245,"domain_scores_codex":[0.999166,0.00002003413,0.000127998,0.0003388791,0.000176195,0.0001709016],"domain_scores_gemma":[0.9992255,0.00001932509,0.0001458721,0.0003477215,0.0001566241,0.0001049793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001598193,0.000002852765,7.607155e-9,0.00003496516,0.00003905675,0.00001734028,0.0003802938,7.173921e-8,0.000004477518,0.555752,0.443008,0.0007449852],"study_design_scores_gemma":[0.000149714,0.00004288173,2.252611e-7,0.00004377143,0.0001442277,0.000003768926,0.0001766376,0.000002903834,0.00003340691,0.00003410811,0.9990644,0.00030391],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003863638,0.0001788363,0.000009469896,0.00005290638,0.001517281,0.0002302322,0.0001036742,0.000149152,0.9977198],"genre_scores_gemma":[0.0001901311,0.00004848413,0.000009716685,0.00007221196,0.003772093,7.189446e-7,0.00006433541,0.00003389327,0.9958084],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5560564,"threshold_uncertainty_score":0.9999697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03021674121147731,"score_gpt":0.1695760443621694,"score_spread":0.1393593031506921,"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."}}