{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003270864,0.0001647816,0.0001690631,0.0001035964,0.0007588831,0.000201893,0.0005224758,0.0001417055,0.0009248515],"category_scores_gemma":[0.0001767527,0.000152837,0.00008909433,0.0001281052,0.0004407839,0.0001556091,0.0001730764,0.0003828471,0.0001749842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004509534,"about_ca_system_score_gemma":0.0001434964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006479789,"about_ca_topic_score_gemma":0.001102048,"domain_scores_codex":[0.9981766,0.00009413599,0.0002451031,0.0003651706,0.0008015085,0.000317507],"domain_scores_gemma":[0.9988992,0.0001108476,0.0001069722,0.000226344,0.0005187776,0.0001378938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001198208,0.0008432582,0.003261098,0.000008271511,0.00008459854,0.0000110794,0.02286173,0.000004758699,0.004455222,0.7006933,0.007150298,0.2605065],"study_design_scores_gemma":[0.0005098486,0.000336933,0.00782881,0.00003838199,0.00001063528,0.00000219868,0.009349373,0.001228413,0.0002857116,0.0123675,0.9677146,0.000327569],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7032907,0.00002151044,0.00004965915,0.01150917,0.00385563,0.0004142946,0.00001133454,0.0003580309,0.2804896],"genre_scores_gemma":[0.9913408,0.00008376643,0.001418199,0.0007346309,0.0005088421,0.00005417614,0.00002890289,0.0000110523,0.005819661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9605643,"threshold_uncertainty_score":0.9999884,"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."}}