{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008193395,0.001053056,0.0006133585,0.001269885,0.013686,0.01363398,0.003275248,0.01478789,0.06580309],"category_scores_gemma":[0.03775458,0.0005314367,0.0009403725,0.001151202,0.006159877,0.008969685,0.008200245,0.03080027,0.02162171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01436695,"about_ca_system_score_gemma":0.009144029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05055654,"about_ca_topic_score_gemma":0.08237867,"domain_scores_codex":[0.9892461,0.004059478,0.0003223811,0.00146003,0.002596246,0.002315645],"domain_scores_gemma":[0.9746159,0.006259148,0.0007442493,0.001436463,0.009171398,0.007772816],"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":[0.0000276273,0.00001981806,0.0001980931,0.00004984885,0.000002870461,0.0001496187,0.003159511,0.00001240401,0.00009913494,0.004008158,0.9850825,0.007190423],"study_design_scores_gemma":[0.000004073838,0.00001070073,0.0003196476,0.0001658342,0.000002356677,0.00007011763,0.007214831,0.000007181112,0.0001158328,0.0006066398,0.9914706,0.00001220904],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001995059,0.00680651,0.0003722402,0.9019862,0.04335425,0.0000327078,0.0002916251,0.0001169722,0.0450444],"genre_scores_gemma":[0.03216395,0.006443714,0.0005592123,0.7305245,0.01009964,0.0001091619,0.0002715326,0.0003746751,0.2194537],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9341969,"threshold_uncertainty_score":0.2201332,"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."}}