{"id":"W2421558333","doi":"10.1016/j.toxlet.2009.08.003","title":"Preface","year":2009,"lang":"en","type":"article","venue":"Toxicology Letters","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Philosophy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000152575,0.0001214745,0.000145142,0.00009864052,0.0000623071,0.00001267407,0.0002184569,0.00008104197,0.0004722769],"category_scores_gemma":[0.00004232214,0.0001214164,0.00004732802,0.0001663438,0.0001075869,0.00009568296,0.00001940244,0.000174854,0.0109196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009829622,"about_ca_system_score_gemma":0.00001383316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001953232,"about_ca_topic_score_gemma":0.000004390893,"domain_scores_codex":[0.9990181,0.00009200343,0.0001325731,0.0002412077,0.000109999,0.0004060891],"domain_scores_gemma":[0.9995383,0.0000405208,0.00005184085,0.0002814462,0.00001119266,0.00007670773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0000280377,0.00005745748,0.0007286025,6.948825e-7,0.00001045222,0.0000472448,0.0001049847,0.0001036867,0.8039588,0.00077663,0.1931399,0.001043519],"study_design_scores_gemma":[0.003009749,0.000844176,0.5645267,0.00001400824,0.00008676431,0.0002495071,0.00004463901,0.0002384713,0.1543856,0.001719754,0.2738917,0.0009890263],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9483888,0.0000283051,0.0001594525,0.04044326,0.0001678824,0.0001556461,0.000004176926,0.0003832701,0.01026925],"genre_scores_gemma":[0.9380674,5.979481e-7,0.0009954636,0.06043166,0.0001111687,0.000007401208,0.00000465362,0.0000216045,0.0003600224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6495732,"threshold_uncertainty_score":0.9898505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01300551316218817,"score_gpt":0.2624205518236059,"score_spread":0.2494150386614177,"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."}}