{"id":"W3185065804","doi":"10.1145/3452379","title":"PLIERS","year":2021,"lang":"en","type":"article","venue":"ACM Transactions on Computer-Human Interaction","topic":"Software Engineering Research","field":"Computer Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Carnegie Mellon University; U.S. Department of Defense; National Science Foundation","keywords":"Computer science; Immutability; Programming language; Usability; Java; Process (computing); Software engineering; Human–computer interaction","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":[0.004963714,0.001105767,0.0003347404,0.001276292,0.000962154,0.003320415,0.00158534,0.0008146003,0.07133844],"category_scores_gemma":[0.01456129,0.0009275432,0.0007680133,0.0006000017,0.001270891,0.005455641,0.002968932,0.002421042,0.02490151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009334628,"about_ca_system_score_gemma":0.001695926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001101553,"about_ca_topic_score_gemma":0.001866273,"domain_scores_codex":[0.9960772,0.0011822,0.0003607832,0.000758019,0.001399578,0.000222149],"domain_scores_gemma":[0.9909672,0.003691546,0.0004572152,0.002243445,0.002377762,0.0002628574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003832829,0.0001674202,0.002475642,0.00132933,0.00005335284,0.0003207839,0.004754725,0.002247586,0.02079828,0.1862985,0.1019339,0.6792372],"study_design_scores_gemma":[0.00007625461,0.0001953261,0.0008732972,0.0002484469,0.0000313059,0.0004464425,0.0005595123,0.006486796,0.01642107,0.03250813,0.942103,0.00005040021],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01284751,0.0005683539,0.7872466,0.00193266,0.0003931753,0.00135206,0.002127585,0.04849024,0.1450418],"genre_scores_gemma":[0.1155636,0.0009358769,0.6750786,0.00174841,0.0001973348,0.001605231,0.00589142,0.01677529,0.1822043],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07133844,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02942509716354755,"score_gpt":0.3058972013839144,"score_spread":0.2764721042203668,"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."}}