{"id":"W4210944152","doi":"10.1016/b978-008044209-9/50001-4","title":"Foreword","year":2004,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"Uniwersytet Warszawski","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003232595,0.001206428,0.0008338867,0.002213653,0.001573525,0.003730912,0.001286906,0.001672316,0.6062787],"category_scores_gemma":[0.001356278,0.0003763963,0.0006436927,0.001717492,0.0004893366,0.002526168,0.001693407,0.001872032,0.5976824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001131582,"about_ca_system_score_gemma":0.001642318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003926361,"about_ca_topic_score_gemma":0.008216988,"domain_scores_codex":[0.9996948,0.00002354307,0.00001085198,0.00004661954,0.0001900091,0.00003425897],"domain_scores_gemma":[0.9995338,0.00006920635,0.00001716114,0.00005386215,0.000228621,0.00009731203],"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":[0.000009071874,0.00001911668,0.00002109586,0.00008077873,0.000001149036,0.00002653959,0.00003189587,0.00003362029,0.0001899156,0.004936092,0.8963505,0.09830021],"study_design_scores_gemma":[0.000001663093,0.000004783119,0.00004728538,0.00005508223,0.000001248717,0.00003136016,0.00002144144,0.00001623091,0.00005880693,0.001092468,0.9986678,0.000001905799],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001697255,0.003885483,0.0009939548,0.002290062,0.007017213,0.00008627969,0.0004701535,0.0004904934,0.9845966],"genre_scores_gemma":[0.0002279695,0.0008095235,0.0001781684,0.0003894013,0.0003902035,0.00001539098,0.0001831567,0.0001012417,0.9977049],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3937213,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0199601801706515,"score_gpt":0.2455387887983821,"score_spread":0.2255786086277305,"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."}}