{"id":"W4390908023","doi":"10.1515/9781771103756-001","title":"Preface","year":2016,"lang":"en","type":"book-chapter","venue":"Pontifical Institute of Mediaeval Studies eBooks","topic":"","field":"","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.001021906,0.001282394,0.002507878,0.0004285237,0.0002820588,0.00003503042,0.001041161,0.0008938634,0.0003463673],"category_scores_gemma":[0.001062994,0.0009364762,0.0007978678,0.00003137763,0.005712638,0.0001614958,0.0009694896,0.0009283704,0.006723431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005619565,"about_ca_system_score_gemma":0.0003621059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009514568,"about_ca_topic_score_gemma":0.0002619288,"domain_scores_codex":[0.9939642,0.00006269693,0.001748749,0.001366852,0.001963417,0.0008941023],"domain_scores_gemma":[0.9954802,0.0004536814,0.001142091,0.001419652,0.001054652,0.0004497071],"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":[0.000567451,0.00007423574,0.000005997501,0.0007653894,0.004300297,0.0003710247,0.0009526997,0.000001957515,0.004203629,0.8570984,0.07042024,0.06123869],"study_design_scores_gemma":[0.001152961,0.0001560354,0.00001126115,0.001972056,0.0007309354,0.00002372322,0.00003179119,0.000001416771,0.002245864,0.03697777,0.955653,0.001043225],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002792621,0.00685993,0.00005468378,0.0002985889,0.007500787,0.001240775,0.001179439,0.0004360263,0.9821505],"genre_scores_gemma":[0.005313744,0.0007168102,0.0005552853,0.00008433499,0.001720152,0.000103076,0.00004895614,0.0004098273,0.9910478],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8852327,"threshold_uncertainty_score":0.9999928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1003109490211817,"score_gpt":0.3132674739138676,"score_spread":0.2129565248926859,"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."}}