{"id":"W1586015080","doi":"","title":"Qualitative observations from software code inspection experiments","year":2002,"lang":"en","type":"article","venue":"Conference of the Centre for Advanced Studies on Collaborative Research","topic":"Software Testing and Debugging Techniques","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Software inspection; Computer science; Software; Code (set theory); Software engineering; Software quality; Programming language; Software development","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0006142534,0.0001762281,0.0002977681,0.0001219819,0.0008154185,0.00008307708,0.0009776854,0.00005312759,0.000006010109],"category_scores_gemma":[0.010196,0.0001289244,0.00006736368,0.00136459,0.0004556258,0.0003272556,0.0004247781,0.0002330691,0.000007825384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002520133,"about_ca_system_score_gemma":0.0001202298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001688302,"about_ca_topic_score_gemma":0.0000692195,"domain_scores_codex":[0.9976156,0.000593545,0.0003187608,0.0004883636,0.0006311451,0.0003526069],"domain_scores_gemma":[0.9902802,0.00429013,0.0002272773,0.0007113124,0.004429352,0.00006173582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000337492,0.001376517,0.002986193,0.0001917325,0.0007259918,0.00000569764,0.4664554,0.0008482225,0.01007507,0.2125891,0.2670475,0.03736101],"study_design_scores_gemma":[0.002938466,0.001820466,0.001370467,0.002071873,0.00002841125,7.167573e-7,0.07098541,0.02721665,0.2323999,0.648752,0.01151398,0.0009016581],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3239427,0.01134855,0.5758148,0.05792503,0.00455036,0.01114956,0.002404039,0.01043849,0.002426423],"genre_scores_gemma":[0.8210645,0.0002672737,0.1770704,0.00008626765,0.00004090332,0.0003847227,0.000006018158,0.00001663005,0.001063246],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4971218,"threshold_uncertainty_score":0.9981415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4511467688952683,"score_gpt":0.4903815943352252,"score_spread":0.03923482543995693,"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."}}