{"id":"W1996488581","doi":"10.5555/2820518.2820567","title":"Do onboarding programs work","year":2015,"lang":"en","type":"article","venue":"Mining Software Repositories","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Onboarding; Staffing; Computer science; Work (physics); Open source; Software engineering; Software bug; Software; Knowledge management; Data science; Engineering; Management","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0005889026,0.0002321159,0.0002476657,0.0001348134,0.0003509836,0.001346816,0.001063233,0.0001205298,0.000001738714],"category_scores_gemma":[0.001010972,0.0002262035,0.00007735364,0.001782151,0.00009977613,0.0009604655,0.0005519345,0.0001975376,0.00005663175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000162054,"about_ca_system_score_gemma":0.0002641979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002830187,"about_ca_topic_score_gemma":0.000001743266,"domain_scores_codex":[0.9978147,0.00007490753,0.0004160205,0.0005662526,0.0006694181,0.0004587366],"domain_scores_gemma":[0.997771,0.0002193089,0.000197969,0.00101873,0.0005827373,0.0002102867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001508118,0.0001199523,0.7239131,0.00002413214,0.00008170298,0.0001584688,0.02800256,0.000173216,0.00002834942,0.008188082,0.0108128,0.2284826],"study_design_scores_gemma":[0.004420163,0.002303849,0.07837059,0.002526255,0.0002105583,0.001755656,0.01641955,0.0009344741,0.007737425,0.02349304,0.8550457,0.00678268],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2289329,0.0004878665,0.7581974,0.000567816,0.005307992,0.0003261906,0.000001052799,0.003338059,0.002840722],"genre_scores_gemma":[0.4364325,5.037354e-7,0.562086,0.00006476889,0.0004303222,0.00005930996,0.00000555882,0.00002570637,0.000895365],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.844233,"threshold_uncertainty_score":0.9996899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04522810760757105,"score_gpt":0.2741533000331867,"score_spread":0.2289251924256157,"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."}}