{"id":"W4244524965","doi":"10.1017/cbo9780511805998.001","title":"Foreword","year":2002,"lang":"en","type":"book-chapter","venue":"Environmental Toxicology","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cegep de Sainte Foy; Institut National de la Recherche Scientifique","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":[0.0003440344,0.0008270686,0.0006467575,0.0013813,0.001215729,0.00317083,0.001174219,0.001795205,0.5892017],"category_scores_gemma":[0.002156687,0.0002738503,0.0004603711,0.001053249,0.0004257312,0.002793283,0.001348482,0.002653404,0.549457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008847927,"about_ca_system_score_gemma":0.0009999051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001166575,"about_ca_topic_score_gemma":0.002119149,"domain_scores_codex":[0.9995884,0.00003354849,0.00002179285,0.00006958314,0.000253719,0.00003290287],"domain_scores_gemma":[0.9990548,0.000142783,0.00004210329,0.00006639062,0.0005448443,0.0001489144],"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":[0.000009037135,0.00001256286,0.00002018421,0.00009365494,0.000001047595,0.00004357977,0.00003490037,0.0000247342,0.0001819703,0.004104666,0.939284,0.0561897],"study_design_scores_gemma":[0.000001228501,0.000004314129,0.00003073711,0.00005378965,5.549595e-7,0.00006295446,0.00001819952,0.000008720583,0.00004218802,0.0009000442,0.9988759,0.000001381148],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004328593,0.01080072,0.002657853,0.01717834,0.05202175,0.0001914834,0.001659243,0.001074709,0.913983],"genre_scores_gemma":[0.0008399527,0.002568411,0.0006109166,0.003283847,0.003138141,0.00003719177,0.000752895,0.0003230736,0.9884456],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4107983,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007016354227026454,"score_gpt":0.1640493976802835,"score_spread":0.1570330434532571,"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."}}