{"id":"W4230915759","doi":"10.1002/0470037849.ch1","title":"Introduction","year":2006,"lang":"en","type":"other","venue":"Wiley series in probability and statistics","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003615542,0.0003481932,0.0004691788,0.0002016605,0.00004775669,0.00005698171,0.0001227045,0.0003330848,0.001230124],"category_scores_gemma":[0.0004638424,0.0003651426,0.00002135101,0.0002347009,0.0008276319,0.00008866646,0.00008258528,0.0003515542,0.0001877894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001592776,"about_ca_system_score_gemma":0.00007879565,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001005395,"about_ca_topic_score_gemma":0.02569681,"domain_scores_codex":[0.9981992,0.0001833819,0.0004150307,0.000641911,0.0002417485,0.0003187597],"domain_scores_gemma":[0.9990789,0.00005922343,0.0002139113,0.0005349683,0.00005442827,0.00005856332],"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":[0.00005934572,0.0001102056,0.001553979,0.0005955492,0.00001661998,0.00001036795,0.00007158609,0.00001703182,0.000004605736,0.08922797,0.9044409,0.003891855],"study_design_scores_gemma":[0.0002275916,0.00007671728,0.000865315,0.0001376089,0.00003003011,0.00001387735,0.00001770389,0.00004604402,0.000004098629,0.1024544,0.8957778,0.0003488539],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002891988,0.006540682,0.02426663,0.0008685651,0.003963235,0.0043587,0.04129766,0.001792426,0.9166229],"genre_scores_gemma":[0.00007740648,0.0008156343,0.2812763,0.00002567332,0.001616776,0.0001258504,0.002505376,0.0009350889,0.7126219],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2570096,"threshold_uncertainty_score":0.9998801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008954650267513027,"score_gpt":0.2295883176793518,"score_spread":0.2206336674118388,"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."}}