{"id":"W4405092785","doi":"10.1109/ms.2024.3477014","title":"MLOps, LLMOps, FMOps, and Beyond","year":2024,"lang":"en","type":"article","venue":"IEEE Software","topic":"Library Science and Information Systems","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science; Software 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":[0.001904231,0.0005278176,0.0003393421,0.001424364,0.001329595,0.006293118,0.0009674034,0.001230993,0.0197763],"category_scores_gemma":[0.006004393,0.0003441661,0.0003712805,0.00151747,0.002787589,0.0127725,0.003662577,0.002133256,0.003033448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002114645,"about_ca_system_score_gemma":0.002613832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01191482,"about_ca_topic_score_gemma":0.01091955,"domain_scores_codex":[0.9983581,0.0005552501,0.00006505279,0.0001947491,0.0004889664,0.0003378571],"domain_scores_gemma":[0.995756,0.001526081,0.0004868007,0.000918791,0.0007098722,0.0006024616],"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":[0.0001652719,0.00009849654,0.002960913,0.0003032842,0.00002035722,0.00006853638,0.0008146123,0.002002737,0.001924104,0.5016507,0.04629042,0.4437006],"study_design_scores_gemma":[0.00004705302,0.0001822948,0.004779124,0.0005733771,0.00003638775,0.0002160623,0.00243613,0.0122906,0.002048191,0.4057801,0.5715515,0.00005897427],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.08117123,0.0293247,0.1986346,0.1057306,0.001653533,0.0001331959,0.000911206,0.003890761,0.57855],"genre_scores_gemma":[0.8043024,0.01203263,0.06904389,0.00983392,0.001579323,0.0001760796,0.0005988875,0.0006692035,0.1017637],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.0197763,"threshold_uncertainty_score":0.06615835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01057780781901161,"score_gpt":0.2222352803670211,"score_spread":0.2116574725480095,"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."}}