{"id":"W2085690002","doi":"","title":"Keynote II: Gail Murphy","year":2010,"lang":"en","type":"article","venue":"International Conference on Program Comprehension","topic":"Feminism, Gender, and Sexuality Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","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":[],"consensus_categories":[],"category_scores_codex":[0.005757295,0.001726979,0.001705991,0.00247986,0.006785345,0.008005928,0.001945222,0.01019014,0.08465095],"category_scores_gemma":[0.01684792,0.0006267139,0.0008011642,0.001124009,0.001753167,0.008607915,0.005964045,0.01705893,0.03839485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004928316,"about_ca_system_score_gemma":0.004535617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008922766,"about_ca_topic_score_gemma":0.01824046,"domain_scores_codex":[0.9970049,0.0006688149,0.0001356957,0.0007052668,0.001103869,0.0003813761],"domain_scores_gemma":[0.9894422,0.002948512,0.000471025,0.0003305014,0.003605165,0.003202555],"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":[0.00001775084,0.00001236204,0.00002695887,0.00001886684,0.000001244438,0.00001593448,0.00006232327,0.000009977459,0.00004596639,0.0006963655,0.9950023,0.00408995],"study_design_scores_gemma":[0.00002018031,0.00002092697,0.000321589,0.0001597805,0.000006455812,0.00005013683,0.0007391503,0.00004723963,0.00009977244,0.001393889,0.9971234,0.00001761261],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0003165277,0.01427701,0.000628038,0.7436432,0.2127356,0.00009073534,0.0002343958,0.0002048701,0.02786963],"genre_scores_gemma":[0.006868394,0.008290951,0.0005616643,0.3047435,0.0903829,0.0002666143,0.0002050184,0.0004211721,0.5882598],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.08465095,"threshold_uncertainty_score":0.2831857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1361932572478704,"score_gpt":0.4299199353509563,"score_spread":0.2937266781030859,"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."}}