{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003470492,0.0003504712,0.0005062553,0.000287577,0.0003863579,0.0001684348,0.001274689,0.0001560814,0.00004742119],"category_scores_gemma":[0.00005727651,0.0003792632,0.0001786358,0.0008964938,0.0001306515,0.0004114656,0.001229243,0.0004708006,0.0001840472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001719596,"about_ca_system_score_gemma":0.0004414994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003157311,"about_ca_topic_score_gemma":0.0001303598,"domain_scores_codex":[0.9970249,0.0003126428,0.0003983017,0.000957307,0.0004655931,0.0008412888],"domain_scores_gemma":[0.9985091,0.000288709,0.0001439824,0.000701935,0.0001564955,0.0001997452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008245152,0.0006362168,0.07912073,0.0002362607,0.0004074911,0.0103512,0.01443698,0.02709168,0.0008178857,0.8459733,0.007438573,0.01340721],"study_design_scores_gemma":[0.007441305,0.0005165699,0.3257781,0.001148462,0.0001669258,0.002625382,0.006160741,0.04516535,0.0008664937,0.01687365,0.5890535,0.004203591],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3386427,0.0007961594,0.4919766,0.003387259,0.002112383,0.0004254915,0.0001449981,0.0007307067,0.1617837],"genre_scores_gemma":[0.9672371,0.00005442982,0.01317963,0.0004137052,0.0001145807,0.000008358114,0.00009911617,0.00002200047,0.01887115],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8290997,"threshold_uncertainty_score":0.9998659,"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."}}