{"id":"W4401721838","doi":"10.1109/rew61692.2024.00040","title":"Preface","year":2024,"lang":"en","type":"article","venue":"","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; McGill University","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001853658,0.0009106168,0.0008067841,0.002143541,0.002180042,0.003656039,0.001410363,0.001463045,0.6112807],"category_scores_gemma":[0.01226821,0.000329293,0.0005544442,0.001517254,0.0004519732,0.003060576,0.002256292,0.003120759,0.4343671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001608333,"about_ca_system_score_gemma":0.001874033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003549337,"about_ca_topic_score_gemma":0.004700449,"domain_scores_codex":[0.9990866,0.0001357241,0.00006297512,0.0001333101,0.0004931864,0.00008817848],"domain_scores_gemma":[0.9915851,0.001097533,0.0001969198,0.0004615245,0.005196061,0.001462706],"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":[0.00001912027,0.00001302862,0.00004391925,0.00005199504,7.440477e-7,0.00002361254,0.00003660158,0.00002970668,0.00009093487,0.001051596,0.9744509,0.02418793],"study_design_scores_gemma":[0.000004439964,0.00002252233,0.000228606,0.00008705856,0.000001121146,0.00003687364,0.00007260688,0.00002225192,0.00005395268,0.00107203,0.9983943,0.000004241397],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001378402,0.007035874,0.007486407,0.06657083,0.2969822,0.0009264385,0.01480579,0.003094471,0.6017196],"genre_scores_gemma":[0.003430709,0.003171198,0.002270242,0.008249154,0.02391372,0.0003550469,0.008329404,0.0009506896,0.9493299],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3887193,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009136826160863847,"score_gpt":0.2595855123772634,"score_spread":0.2504486862163995,"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."}}