{"id":"W4254629746","doi":"10.1016/j.cub.2008.09.040","title":"Marla Sokolowski","year":2008,"lang":"en","type":"article","venue":"Current Biology","topic":"German History and Society","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Biology; Engineering ethics","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":[],"consensus_categories":[],"category_scores_codex":[0.0004961724,0.0005547395,0.0003182801,0.0007297679,0.0009229933,0.00154662,0.0004699696,0.000737353,0.09649897],"category_scores_gemma":[0.001548356,0.0001648867,0.0001524959,0.0003750342,0.0006093198,0.001174281,0.001463887,0.001374447,0.09552272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005936108,"about_ca_system_score_gemma":0.0007250737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005535524,"about_ca_topic_score_gemma":0.0008646367,"domain_scores_codex":[0.999741,0.00003575199,0.000009093455,0.00008695994,0.00009945866,0.00002773288],"domain_scores_gemma":[0.9995604,0.00009017254,0.0000332203,0.0000503988,0.0001196837,0.0001461243],"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":[0.00005521293,0.000030237,0.0003395193,0.0001808647,0.000008827027,0.00009574921,0.0002933216,0.0001846112,0.001504544,0.07230222,0.7641281,0.1608768],"study_design_scores_gemma":[0.000001957674,0.000004068584,0.0001180998,0.00002674427,0.000002207014,0.00005985826,0.00003547087,0.00004604859,0.0002271053,0.003069444,0.9964061,0.000002802942],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007897524,0.07953703,0.02106634,0.1299477,0.05149465,0.00006798333,0.001474983,0.001580549,0.7069331],"genre_scores_gemma":[0.02670339,0.01996212,0.002701779,0.005556674,0.004964652,0.00005236831,0.0003881134,0.0004250542,0.9392459],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09649897,"threshold_uncertainty_score":0.3228212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1176275516271984,"score_gpt":0.2616419502687123,"score_spread":0.1440143986415139,"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."}}