{"id":"W2018747777","doi":"10.1109/vissoft.2014.19","title":"Validation of Software Visualization Tools: A Systematic Mapping Study","year":2014,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Visualization; Software visualization; Computer science; Software; Data science; Software engineering; Verification and validation; Software development; Information visualization; Software construction; Data mining; Engineering","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":[0.1810304,0.001531997,0.003075775,0.0553082,0.003753921,0.005301294,0.002183092,0.002034815,0.00135311],"category_scores_gemma":[0.4378215,0.001583009,0.003504514,0.0337983,0.004743687,0.008782594,0.00687519,0.001573702,0.0003429601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007434397,"about_ca_system_score_gemma":0.02292134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003713415,"about_ca_topic_score_gemma":0.005944883,"domain_scores_codex":[0.7768344,0.13065,0.04422021,0.009356492,0.03615524,0.002783565],"domain_scores_gemma":[0.3202741,0.5422218,0.0481349,0.0215053,0.06645858,0.001405308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0007096826,0.0006820559,0.1365699,0.1305509,0.004391855,0.002122169,0.2703315,0.001484037,0.004376087,0.007203105,0.002917643,0.4386611],"study_design_scores_gemma":[0.0006943506,0.004186743,0.193716,0.2918005,0.01199961,0.004923723,0.3686,0.006144239,0.01711748,0.01186879,0.08831073,0.0006378647],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.8047158,0.0906874,0.06372499,0.002215542,0.0002697346,0.02535111,0.003003181,0.0002540085,0.00977821],"genre_scores_gemma":[0.8951843,0.01963717,0.06444635,0.0006084611,0.00006616329,0.01778047,0.001457697,0.0001234778,0.0006959355],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1810304,"threshold_uncertainty_score":0.9573916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0382877747461992,"score_gpt":0.2948939308718768,"score_spread":0.2566061561256776,"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."}}