{"id":"W2418552909","doi":"10.1080/15287390903337035","title":"Preface","year":2010,"lang":"en","type":"article","venue":"Journal of Toxicology and Environmental Health","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Population and Public Health; University of Ottawa","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":[0.001413861,0.0008909918,0.0005499159,0.002742179,0.002442973,0.002507416,0.001092659,0.0008901538,0.3783706],"category_scores_gemma":[0.01165778,0.0002183041,0.0005368471,0.001414498,0.0004239858,0.001817051,0.001712711,0.002564925,0.2421164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001629884,"about_ca_system_score_gemma":0.002000573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005403383,"about_ca_topic_score_gemma":0.006725719,"domain_scores_codex":[0.9993933,0.00008508783,0.00004252085,0.00008830066,0.0003381342,0.0000526728],"domain_scores_gemma":[0.9939283,0.0008024932,0.0001896114,0.0004337922,0.00390668,0.0007390577],"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":[0.0000193015,0.00001399762,0.00006899514,0.00005506241,0.000001217408,0.00003288576,0.0000280636,0.00003210191,0.00007531798,0.001752226,0.9714199,0.02650096],"study_design_scores_gemma":[0.000003332048,0.00001043462,0.0002735504,0.00008069579,0.000001547629,0.00003691497,0.00004594445,0.00001998969,0.00007951142,0.001523736,0.9979209,0.000003519941],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001384381,0.01201451,0.00498191,0.03954292,0.4480248,0.0006183501,0.01008657,0.001209261,0.4821373],"genre_scores_gemma":[0.004930085,0.00502613,0.001870511,0.007494485,0.04324058,0.0002589006,0.005595579,0.0005559081,0.9310278],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.6216294,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01060242189388649,"score_gpt":0.2784773199062345,"score_spread":0.267874898012348,"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."}}