{"id":"W4239219508","doi":"10.14361/9783839451243-001","title":"Introduction","year":2020,"lang":"de","type":"book-chapter","venue":"Edition Kulturwissenschaft","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0006353217,0.002274527,0.001846773,0.0007608544,0.0007672558,0.0004480799,0.0007226167,0.002113744,0.06801226],"category_scores_gemma":[0.0008658679,0.002525531,0.001137985,0.0004162731,0.0008754235,0.0008948064,0.0003483363,0.003722797,0.634717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009441472,"about_ca_system_score_gemma":0.0002623084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001543405,"about_ca_topic_score_gemma":0.00001050852,"domain_scores_codex":[0.9909963,0.0002422352,0.002001546,0.003205031,0.00242277,0.001132141],"domain_scores_gemma":[0.9933241,0.0001830107,0.001981894,0.001789293,0.001488256,0.00123342],"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":[0.0003602673,0.00009363514,0.000001230051,0.0002108044,0.0007072845,0.0003121393,0.0003356588,0.00005888374,0.01944984,0.2539062,0.7238196,0.0007445093],"study_design_scores_gemma":[0.001198058,0.0004527296,0.00003747985,0.0004163966,0.001301395,0.0002209987,0.0001676302,0.0002190251,0.004035356,0.009698605,0.9798462,0.00240609],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0001316728,0.005716093,0.001182436,0.1263892,0.1065174,0.005085352,0.01193724,0.00572591,0.7373148],"genre_scores_gemma":[0.01368485,0.001777768,0.002174783,0.001893823,0.4970813,0.000108837,0.03624496,0.001999945,0.4450337],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5667048,"threshold_uncertainty_score":0.9991817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01635710935401973,"score_gpt":0.232988570648944,"score_spread":0.2166314612949242,"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."}}