{"id":"W4253048954","doi":"10.1016/b978-0-7216-9458-0.50004-0","title":"Preface","year":2005,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"","field":"","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Winnipeg","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004517122,0.001036498,0.0007614662,0.003133936,0.001817951,0.003135009,0.001121863,0.0009336588,0.5780478],"category_scores_gemma":[0.002297663,0.0003577905,0.0005551179,0.002364574,0.0004502971,0.002268702,0.001436372,0.001882506,0.4256285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001355772,"about_ca_system_score_gemma":0.001584799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005471973,"about_ca_topic_score_gemma":0.01015242,"domain_scores_codex":[0.9996921,0.00002937206,0.00001324135,0.00004419528,0.0001939614,0.00002714081],"domain_scores_gemma":[0.9991418,0.0001318082,0.00002691498,0.00009350419,0.0004586296,0.000147232],"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":[0.00001330805,0.00002198361,0.00003255782,0.00008387581,0.000001087861,0.00003024792,0.00005071731,0.00006239966,0.0001280122,0.004548435,0.9163249,0.07870249],"study_design_scores_gemma":[0.000001780635,0.000005964674,0.00009035661,0.00007602001,0.000001178163,0.00002773066,0.00003524043,0.0000219589,0.00005079429,0.001235817,0.9984509,0.000002297914],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003849646,0.005167952,0.001944605,0.002539783,0.01709379,0.0001759858,0.001758964,0.0006611597,0.9702728],"genre_scores_gemma":[0.0005070962,0.001312976,0.0003807081,0.0003420361,0.0009819278,0.00003258797,0.0007897352,0.0001723497,0.9954807],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4219522,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02010951516110263,"score_gpt":0.2493307401739252,"score_spread":0.2292212250128225,"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."}}