{"id":"W4393851745","doi":"10.1145/3650142.3650148","title":"Column: Is Theory (Still) Welcome in Software Engineering Research?","year":2024,"lang":"en","type":"article","venue":"ACM SIGSOFT Software Engineering Notes","topic":"Software Engineering Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Column (typography); Computer science; Software; Software engineering; Programming language; Telecommunications","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","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003483346,0.0007810119,0.0006829728,0.002601822,0.0001670991,0.001108782,0.004241236,0.0004695183,0.0001454837],"category_scores_gemma":[0.3609034,0.0008593381,0.000283825,0.004980332,0.000114974,0.001389529,0.002229107,0.002537737,0.0005396594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007588518,"about_ca_system_score_gemma":0.0003819899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001070986,"about_ca_topic_score_gemma":0.000006870492,"domain_scores_codex":[0.9933479,0.0001556144,0.0008024161,0.00171379,0.001733061,0.002247216],"domain_scores_gemma":[0.7529889,0.2426823,0.00005590163,0.003258506,0.0003682448,0.0006461643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009116722,0.0005742515,0.6753613,0.00797758,0.0008340777,0.006670689,0.0155434,0.09712958,0.007319595,0.05503078,0.016619,0.1168486],"study_design_scores_gemma":[0.002671495,0.001016221,0.6856387,0.009403985,0.00008533047,0.0008593317,0.000113138,0.1095565,0.02709723,0.004127153,0.1516571,0.007773703],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2851362,0.01494188,0.6785541,0.001174195,0.004731885,0.00128336,0.00008825718,0.01408326,0.000006927013],"genre_scores_gemma":[0.8646829,0.0001234686,0.1337285,0.0000957818,0.0004752454,0.0003187208,0.00001852046,0.0002726865,0.0002842008],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5795467,"threshold_uncertainty_score":0.9999282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03368683316757169,"score_gpt":0.3006107158940571,"score_spread":0.2669238827264854,"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."}}