{"id":"W3203761890","doi":"10.1007/s41781-021-00069-9","title":"Software Training in HEP","year":2021,"lang":"en","type":"article","venue":"Archivio istituzionale della ricerca (Alma Mater Studiorum Università di Bologna)","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Simon Fraser University","funders":"Division of Advanced Cyberinfrastructure; Office of Advanced Cyberinfrastructure","keywords":"Computer science; Software development; Software engineering; Software; Knowledge management; Engineering management; Engineering; Operating system","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":[0.008207834,0.0004149157,0.0002672208,0.001307462,0.001670506,0.001976528,0.001532666,0.001357493,0.02639893],"category_scores_gemma":[0.02687002,0.0003220298,0.0003779482,0.00140489,0.001590933,0.003349398,0.005442625,0.002718026,0.008732315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001875455,"about_ca_system_score_gemma":0.005474517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001168902,"about_ca_topic_score_gemma":0.00157318,"domain_scores_codex":[0.9954836,0.001884092,0.0002110723,0.0004800184,0.001315171,0.0006259654],"domain_scores_gemma":[0.9795321,0.007670714,0.0009229425,0.004658506,0.004240566,0.002975125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008676139,0.0005559949,0.003952411,0.0002439533,0.00001060821,0.0001962308,0.005996685,0.003715695,0.003574117,0.1191527,0.1321488,0.7303661],"study_design_scores_gemma":[0.00004576943,0.0003792855,0.004930166,0.0006444853,0.00001130461,0.0004919613,0.002121652,0.008627098,0.008919796,0.09821182,0.8755764,0.00004027833],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.09574879,0.001911811,0.4189738,0.0363829,0.002703341,0.0007495214,0.0007205256,0.01248663,0.4303227],"genre_scores_gemma":[0.4748952,0.00262067,0.3405206,0.006094408,0.001372924,0.001306567,0.002242313,0.003848435,0.1670988],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02639893,"threshold_uncertainty_score":0.08831322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02295026671316016,"score_gpt":0.2293168206229934,"score_spread":0.2063665539098333,"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."}}