{"id":"W185817929","doi":"10.1145/1924421.1924447","title":"Q&A: The chief computer","year":2011,"lang":"en","type":"article","venue":"Communications of the ACM","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Editor in chief; Management; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003393721,0.0008655846,0.0009715799,0.001428334,0.002950849,0.007201362,0.002555026,0.00252598,0.3208719],"category_scores_gemma":[0.01565796,0.0009745354,0.0004726464,0.002595032,0.002003941,0.00662002,0.002097679,0.003395055,0.2502586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002131897,"about_ca_system_score_gemma":0.004824071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01281996,"about_ca_topic_score_gemma":0.0141148,"domain_scores_codex":[0.9970466,0.0003530871,0.0001436567,0.0005904689,0.001491972,0.0003740859],"domain_scores_gemma":[0.9904756,0.001464782,0.0002930339,0.0008559324,0.004333209,0.002577507],"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":[0.00005250156,0.000007553302,0.0001110528,0.00004816813,0.000002653738,0.00002756354,0.00004493927,0.00006761165,0.0003564175,0.006586139,0.9423653,0.05033002],"study_design_scores_gemma":[0.00002171292,0.00001471715,0.0001299811,0.00002588256,0.000002848134,0.00006094966,0.00005659551,0.0007322918,0.0005031436,0.003771316,0.9946644,0.00001627863],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00212348,0.009731464,0.1226572,0.1486146,0.03604751,0.0004402054,0.003405294,0.06793722,0.6090431],"genre_scores_gemma":[0.02537291,0.005766617,0.04051434,0.01506088,0.009786663,0.000229279,0.001895452,0.007331189,0.8940426],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3208719,"threshold_uncertainty_score":0.9686939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09128872891740823,"score_gpt":0.3236906904548924,"score_spread":0.2324019615374842,"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."}}