{"id":"W2170347996","doi":"10.1109/cseet.2006.42","title":"Will Johnny/Joanie Make a Good Software Engineer? Are Course Grades Showing the Whole Picture?","year":2006,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University; National Aeronautics and Space Administration","keywords":"Traceability; Grading (engineering); Software engineering; Computer science; Argument (complex analysis); Course (navigation); Software; Software quality; Quality (philosophy); Software evolution; Software development; Engineering; Software construction; Programming language","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003723491,0.0002488794,0.0004140336,0.001166667,0.001766944,0.002984821,0.0004350338,0.001309746,0.006763867],"category_scores_gemma":[0.04268165,0.0002214058,0.0002042234,0.0007507127,0.001709113,0.003230551,0.001048292,0.001642494,0.002734323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001183913,"about_ca_system_score_gemma":0.001626521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005983934,"about_ca_topic_score_gemma":0.0202596,"domain_scores_codex":[0.9983464,0.0004907635,0.00008540741,0.0002190314,0.0005820792,0.0002762293],"domain_scores_gemma":[0.9692816,0.007325031,0.006085947,0.0009989111,0.00679142,0.009517045],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001844891,0.0005731076,0.8012548,0.0001420907,0.00006090093,0.0007979474,0.007498357,0.0002620317,0.001449187,0.006916785,0.06136579,0.1194946],"study_design_scores_gemma":[0.00003632679,0.0003071155,0.8889866,0.0002484423,0.00006864636,0.001395029,0.02577357,0.001501142,0.002283671,0.01722876,0.0620429,0.00012778],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8879231,0.0009889313,0.002121479,0.07071219,0.00073238,0.00003025925,0.0001556084,0.00008536514,0.03725069],"genre_scores_gemma":[0.984953,0.0007645022,0.001692101,0.003645416,0.0001564356,0.00002040446,0.00009390941,0.00005114187,0.008623146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9962765,"threshold_uncertainty_score":0.02262741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01113389599702924,"score_gpt":0.2297863269513248,"score_spread":0.2186524309542955,"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."}}