{"id":"W4401454847","doi":"10.1145/3643664.3648202","title":"Emerging Results on Automated Support for Searching and Selecting Evidence for Systematic Literature Review Updates","year":2024,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Chicoutimi","funders":"","keywords":"Computer science; Data science; Systematic review; Information retrieval; MEDLINE","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.201498,0.002304806,0.002873591,0.0230937,0.001573069,0.01366367,0.004821146,0.003912048,0.01291555],"category_scores_gemma":[0.6959978,0.002087208,0.004866348,0.01544639,0.001839419,0.01128139,0.006966289,0.002795201,0.005535026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002960135,"about_ca_system_score_gemma":0.01495862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003710269,"about_ca_topic_score_gemma":0.007227117,"domain_scores_codex":[0.7489258,0.1815672,0.03274504,0.008538509,0.02684966,0.00137381],"domain_scores_gemma":[0.06560065,0.8307136,0.02676766,0.04688423,0.02811018,0.00192366],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001330302,0.0003291766,0.01247972,0.05232367,0.002876881,0.0003107328,0.003518422,0.004674099,0.003791592,0.004844311,0.03377526,0.8797458],"study_design_scores_gemma":[0.004760798,0.002641155,0.08096423,0.1241261,0.01104073,0.003138807,0.006138474,0.1426899,0.02910621,0.1134035,0.4803935,0.001596714],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06455553,0.1104794,0.6627954,0.05533955,0.001776068,0.008552908,0.02086411,0.05689334,0.0187436],"genre_scores_gemma":[0.1206138,0.01592821,0.8413927,0.004041231,0.000676893,0.004353791,0.01059906,0.001528131,0.0008660906],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.798502,"threshold_uncertainty_score":0.9846952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04076914789316258,"score_gpt":0.3831388846104964,"score_spread":0.3423697367173338,"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."}}