{"id":"W2065337340","doi":"10.5555/2664446.2664460","title":"Mining usage data and development artifacts","year":2012,"lang":"en","type":"article","venue":"","topic":"Web Data Mining and Analysis","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Software deployment; Computer science; World Wide Web; Software; Focus (optics); Software engineering; Operating system","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":[0.006961243,0.0008483547,0.0008603303,0.01550296,0.0004471993,0.001922605,0.001091702,0.0009076958,0.0006261127],"category_scores_gemma":[0.04974523,0.0005123775,0.0008138701,0.01310507,0.0004994089,0.003661269,0.001155531,0.0009330262,0.0006097357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005438243,"about_ca_system_score_gemma":0.0009216131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00260945,"about_ca_topic_score_gemma":0.004882263,"domain_scores_codex":[0.9911612,0.002568909,0.001768988,0.001433337,0.002726489,0.0003410043],"domain_scores_gemma":[0.9196336,0.04684411,0.01237405,0.01034778,0.009709394,0.001091084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001570907,0.0004398501,0.8657258,0.0005794173,0.0003325252,0.0003116236,0.001124587,0.005596671,0.003829183,0.001085908,0.001990828,0.1188266],"study_design_scores_gemma":[0.0000460791,0.0004863995,0.8430786,0.0002476979,0.0002908836,0.001620474,0.002693533,0.1185577,0.01306881,0.005580731,0.01418188,0.0001470797],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9239463,0.0006437696,0.05288146,0.0003351432,0.00002960564,0.0003181687,0.01809727,0.001059905,0.002688404],"genre_scores_gemma":[0.9034197,0.0004329472,0.0654968,0.00005579635,0.00003569659,0.00048613,0.02920786,0.0001729108,0.0006921545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01550296,"threshold_uncertainty_score":0.03681499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09831788754945207,"score_gpt":0.2878967583681142,"score_spread":0.1895788708186621,"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."}}