{"id":"W4311519018","doi":"10.22323/1.414.0234","title":"The Key4hep turnkey software stack","year":2022,"lang":"en","type":"article","venue":"Proceedings of 41st International Conference on High Energy physics — PoS(ICHEP2022)","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"European Commission; CERN","keywords":"Turnkey; Software; Computer science; Cluster analysis; Stack (abstract data type); Detector; Software engineering; Adaptation (eye); Event (particle physics); Systems engineering; Engineering; Operating system; Artificial intelligence","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":[0.004912118,0.002123847,0.001313493,0.001967774,0.0008603196,0.004979318,0.005640737,0.001434752,0.06580951],"category_scores_gemma":[0.01055647,0.001897116,0.002383876,0.001128943,0.00103646,0.005410188,0.005740359,0.003522858,0.05460139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001585781,"about_ca_system_score_gemma":0.003033683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003520451,"about_ca_topic_score_gemma":0.002922737,"domain_scores_codex":[0.9975375,0.0003937815,0.0001487211,0.0004705573,0.001169374,0.000279932],"domain_scores_gemma":[0.9954856,0.001104336,0.0002264275,0.001563903,0.001211503,0.0004081879],"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":[0.002128332,0.0002167569,0.004703749,0.001381755,0.0005960298,0.0005525907,0.0008595755,0.01513683,0.01486238,0.05664755,0.7506474,0.152267],"study_design_scores_gemma":[0.0004338528,0.0001873068,0.002287635,0.0002300859,0.0002004138,0.0003653584,0.0002256606,0.06762163,0.03445857,0.06101592,0.8326201,0.000353325],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.005414099,0.0005614316,0.3091069,0.0008381102,0.0004861233,0.0004153178,0.01947936,0.6132609,0.05043776],"genre_scores_gemma":[0.09634057,0.001312348,0.2514155,0.002373037,0.0003604857,0.001897127,0.1150501,0.4779157,0.05333516],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.06580951,"threshold_uncertainty_score":0.2201548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02620308204965408,"score_gpt":0.2590425921477556,"score_spread":0.2328395100981015,"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."}}