{"id":"W978005222","doi":"10.1016/b978-0-12-386464-2.00005-7","title":"Personnel","year":2012,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Psychology; Work (physics); Sociology; Engineering; Mechanical 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":[0.0006837307,0.0009235141,0.000460717,0.001849431,0.002161372,0.003915193,0.0009271239,0.001152959,0.6700951],"category_scores_gemma":[0.002186607,0.0004134319,0.0003454984,0.001789189,0.0004910771,0.002651811,0.002370089,0.001224694,0.5112136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001293307,"about_ca_system_score_gemma":0.00258856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003662929,"about_ca_topic_score_gemma":0.007092724,"domain_scores_codex":[0.9993351,0.00008126488,0.00003074851,0.0001408558,0.0002914912,0.0001205091],"domain_scores_gemma":[0.9991993,0.00008787227,0.00004036156,0.0001244121,0.0002830342,0.0002649995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002537708,0.00005495786,0.0003535779,0.0001292178,0.000002114812,0.00005611604,0.0004188159,0.00006802628,0.0005993737,0.02590361,0.6725955,0.2997933],"study_design_scores_gemma":[0.000002857669,0.00001213146,0.0003243643,0.00004398812,9.07692e-7,0.00004630598,0.0001190324,0.00002448378,0.00007243609,0.00147541,0.997876,0.000001914399],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007180948,0.0006833402,0.001607391,0.001834611,0.0008854126,0.00006324841,0.0005256485,0.0004726332,0.9932095],"genre_scores_gemma":[0.002076394,0.000435876,0.0004388462,0.0003547167,0.0001250316,0.0000314209,0.0003356662,0.00008662524,0.9961154],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6700951,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02136277042051453,"score_gpt":0.2394592578967581,"score_spread":0.2180964874762436,"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."}}