{"id":"W2155452486","doi":"10.1109/suite.2009.5070023","title":"Working with search results","year":2009,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Task (project management); Software; Code (set theory); Source code; Information retrieval; World Wide Web; Data science; Software engineering; Human–computer interaction; Programming language","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":[0.03528238,0.001846967,0.002754979,0.01357407,0.004588187,0.01665256,0.003272777,0.003519701,0.01302416],"category_scores_gemma":[0.2306694,0.001440514,0.002144746,0.0114161,0.002913961,0.03042053,0.007765161,0.003086443,0.007027307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001944586,"about_ca_system_score_gemma":0.004384191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004298733,"about_ca_topic_score_gemma":0.004378909,"domain_scores_codex":[0.9399148,0.03095243,0.00583898,0.003378031,0.01814104,0.001774761],"domain_scores_gemma":[0.7573701,0.1941431,0.008722057,0.01920365,0.01828142,0.002279769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001526367,0.0006318407,0.03886405,0.006564108,0.0006477279,0.003681334,0.2056549,0.003480912,0.01876616,0.04436092,0.05772031,0.6181014],"study_design_scores_gemma":[0.0004821936,0.001535858,0.03155184,0.007247517,0.001943665,0.01167955,0.1983602,0.048955,0.03850745,0.1580585,0.5004516,0.00122665],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3491694,0.010787,0.4914775,0.01766927,0.0006598692,0.002016177,0.004140453,0.01925479,0.1048256],"genre_scores_gemma":[0.5544875,0.004084215,0.40888,0.002166824,0.0004303394,0.0007018049,0.007063271,0.004925968,0.01726003],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03528238,"threshold_uncertainty_score":0.1865934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04040692068894427,"score_gpt":0.2748433146646666,"score_spread":0.2344363939757223,"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."}}