{"id":"W4415214508","doi":"10.1016/j.cie.2025.111603","title":"A novel integer linear model for reliability-centric service composition in cloud manufacturing","year":2025,"lang":"en","type":"article","venue":"Computers & Industrial Engineering","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Cloud manufacturing; Cloud computing; Integer (computer science); Service composition; Service (business); Integer programming","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":[0.0002094848,0.0002889023,0.0003133603,0.0004498784,0.00004212944,0.00008905819,0.0003038044,0.0003368808,0.000002735591],"category_scores_gemma":[0.00003142148,0.0003508988,0.00009686154,0.000565404,0.00001215203,0.0004180417,0.00005846374,0.000636299,0.000005571244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004287373,"about_ca_system_score_gemma":0.00005084016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009796252,"about_ca_topic_score_gemma":0.00000183039,"domain_scores_codex":[0.9985825,0.000007248385,0.0005877275,0.0002582553,0.0001405926,0.0004236181],"domain_scores_gemma":[0.9993675,0.00020917,0.00003195709,0.0002491912,0.00005489906,0.00008726667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002570313,0.00003657741,0.00002034575,0.0002454838,0.00003341644,9.257953e-7,0.0001459682,0.9947132,0.0006100133,0.0005905636,0.0005073624,0.003070406],"study_design_scores_gemma":[0.001971539,0.00001109798,0.00003790368,0.0004857705,0.00001637188,0.000003268397,0.00002461234,0.9882987,0.006226411,0.00005514708,0.002576629,0.0002925231],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1062201,0.00002354012,0.8892459,0.0002057834,0.002605339,0.0006301676,0.000040648,0.0005471782,0.0004812908],"genre_scores_gemma":[0.9888746,0.000004522431,0.01037082,0.000113287,0.0003812985,0.00009924056,0.00007087879,0.00005323815,0.00003218796],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8826544,"threshold_uncertainty_score":0.9998943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02499142273633944,"score_gpt":0.2239564406179543,"score_spread":0.1989650178816149,"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."}}