{"id":"W3183521984","doi":"10.1145/3468744.3468754","title":"Reflections on","year":2021,"lang":"en","type":"article","venue":"ACM SIGSOFT Software Engineering Notes","topic":"Software Engineering Research","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Readability; Computer science; Code (set theory); Style (visual arts); Software engineering; Programming language; World Wide Web; Art; Visual arts","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002227318,0.0002859807,0.0002391945,0.0002878185,0.0001487216,0.0002397099,0.0013554,0.0001364183,0.00005635767],"category_scores_gemma":[0.3703124,0.0003151127,0.0001322009,0.001341277,0.00001978925,0.0003478029,0.0006491141,0.0005198183,0.0003345877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001458193,"about_ca_system_score_gemma":0.0001543739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009666017,"about_ca_topic_score_gemma":0.000002424116,"domain_scores_codex":[0.9978962,0.00003337704,0.000245102,0.0006667597,0.000535307,0.0006232595],"domain_scores_gemma":[0.9073399,0.09007199,0.00003446937,0.002085572,0.0002249941,0.0002430664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003628988,0.001204016,0.5581145,0.0008485583,0.0006514178,0.003371225,0.00342576,0.1068372,0.07423276,0.1188647,0.01607203,0.1163416],"study_design_scores_gemma":[0.001226151,0.0004351079,0.7208329,0.000502279,0.00003049863,0.0005748898,0.00002104911,0.001998896,0.1944006,0.0006247539,0.07703558,0.002317349],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1381856,0.0009135146,0.8481639,0.00206338,0.002767812,0.0002451147,0.00001646216,0.007581616,0.00006262398],"genre_scores_gemma":[0.7604335,0.00002129828,0.238805,0.0002320768,0.0001892289,0.00004888315,0.00001108232,0.00005383955,0.0002051252],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6222479,"threshold_uncertainty_score":0.9999301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04293661375924791,"score_gpt":0.3177162513290067,"score_spread":0.2747796375697588,"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."}}