{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007744044,0.00002546686,0.00001782447,0.00002492932,0.000009101312,0.0001796355,0.0002055324,0.00001191317,0.00003857365],"category_scores_gemma":[0.00001137143,0.00001927746,0.00001240856,0.0001288627,0.000001967198,0.0003776194,0.0000548236,0.00004199874,0.0001470473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004650262,"about_ca_system_score_gemma":0.000008923019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000557873,"about_ca_topic_score_gemma":1.597028e-7,"domain_scores_codex":[0.9997825,0.000003493638,0.00002792775,0.00008935693,0.00004562057,0.00005109511],"domain_scores_gemma":[0.9997535,0.00007928117,0.000002097192,0.0001454633,0.000004309991,0.00001529763],"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":[8.873307e-8,0.000002495785,0.00001081729,0.00001102537,0.000003985398,0.00001575777,0.00007391607,0.00002320613,0.0001099725,0.854766,0.02835282,0.1166299],"study_design_scores_gemma":[0.000005512522,0.00001373705,0.00006520053,0.000008914762,7.196078e-7,0.0000183728,5.510839e-7,0.1022834,0.002480555,0.009191126,0.8858811,0.00005087962],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0001234945,0.0004653057,0.9775977,0.001236813,0.0002869211,0.00001764473,6.723899e-8,0.003303478,0.01696865],"genre_scores_gemma":[0.3469249,0.0000295929,0.6494291,0.0001350946,0.00003805307,0.000005383897,1.095973e-7,0.000003724102,0.003434073],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8575282,"threshold_uncertainty_score":0.1890044,"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."}}