{"id":"W1981621595","doi":"10.1007/s10664-010-9132-x","title":"Testing the theory of relative defect proneness for closed-source software","year":2010,"lang":"en","type":"article","venue":"Empirical Software Engineering","topic":"Software Engineering Research","field":"Computer Science","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Children's Hospital of Eastern Ontario","funders":"","keywords":"Open source software; Software; Open source; Computer science; Software engineering; Data science; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03089593,0.001143269,0.0007110768,0.002527563,0.0007718414,0.001986983,0.002877729,0.002287065,0.006203123],"category_scores_gemma":[0.264438,0.0004449127,0.001397586,0.001701714,0.004649391,0.006115169,0.00235424,0.002434968,0.0004501462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001193449,"about_ca_system_score_gemma":0.001347809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001206594,"about_ca_topic_score_gemma":0.0006760867,"domain_scores_codex":[0.9797558,0.01121209,0.001004894,0.003900984,0.003339192,0.0007871195],"domain_scores_gemma":[0.3497646,0.606096,0.0193557,0.01574102,0.00684461,0.002198206],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003945046,0.003972724,0.7239221,0.0006484842,0.002382234,0.0005690422,0.003852366,0.05818478,0.007489899,0.1104131,0.001853626,0.08276659],"study_design_scores_gemma":[0.001019995,0.008686923,0.4147912,0.0001731183,0.0007627332,0.001028368,0.003389158,0.3849363,0.008474749,0.1751414,0.001442549,0.0001534042],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831393,0.00006072074,0.01368603,0.0003322452,0.00002141678,0.00003405293,0.0001080981,0.00005304841,0.002565046],"genre_scores_gemma":[0.9979159,0.00001743909,0.001732985,0.00003427128,0.00001554136,0.00002893311,0.0001139423,0.0000126181,0.0001282731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9691041,"threshold_uncertainty_score":0.1633953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0349592160170909,"score_gpt":0.2819665391038704,"score_spread":0.2470073230867795,"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."}}