{"id":"W3129270221","doi":"","title":"생태독성 숙련도 시료의 적절성 평가","year":2015,"lang":"ko","type":"article","venue":"한국물환경학회지","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Daphnia magna; Repeatability; Toxicology; Statistics; Toxicity; Mathematics; Biology; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008449823,0.0002815648,0.000328799,0.00006360456,0.000189598,0.0001611381,0.0005252835,0.000164528,0.001326609],"category_scores_gemma":[0.00008517779,0.0002589113,0.0001903048,0.0004284378,0.0002420805,0.000264446,0.000354945,0.0002618168,0.0165738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003253236,"about_ca_system_score_gemma":0.00003516365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002601132,"about_ca_topic_score_gemma":0.00002722739,"domain_scores_codex":[0.9974033,0.000205471,0.0003856112,0.000575195,0.0007917533,0.0006386748],"domain_scores_gemma":[0.9985746,0.00004090787,0.000124547,0.0006745557,0.0000231295,0.0005622583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007586139,0.001281272,0.8188437,0.0001489129,0.0004238581,0.0001901596,0.0168623,0.00528886,0.02462316,0.000312553,0.09493068,0.03701868],"study_design_scores_gemma":[0.00378316,0.001142762,0.2701217,0.0004922625,0.001083281,0.00003178159,0.009375006,0.008295815,0.1804715,0.005984938,0.5152165,0.004001401],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820297,0.0002814314,0.0001610616,0.003044277,0.001363383,0.0001169634,0.00004525127,0.0001080609,0.01284988],"genre_scores_gemma":[0.9713739,0.00002912527,0.0004300866,0.0001844784,0.0007798438,0.000007553723,0.00001596084,0.00002832211,0.02715071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.548722,"threshold_uncertainty_score":0.9999863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06124948514737162,"score_gpt":0.2792459717256862,"score_spread":0.2179964865783146,"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."}}