{"id":"W3083389769","doi":"10.3390/app10186173","title":"A Spring Search Algorithm Applied to Engineering Optimization Problems","year":2020,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Metaheuristic Optimization Algorithms Research","field":"Computer Science","cited_by":143,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Mathematical optimization; Spring (device); Algorithm; Mathematics; Engineering; Mechanical 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009985397,0.0001904672,0.0002194087,0.0002883468,0.0003143697,0.0006847098,0.001910769,0.00005239448,0.00005959033],"category_scores_gemma":[0.000106357,0.0001808174,0.00003235638,0.003509925,0.00009214679,0.0003153839,0.0007637457,0.0002060323,0.0002663779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004456973,"about_ca_system_score_gemma":0.0001684381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001469217,"about_ca_topic_score_gemma":4.896768e-7,"domain_scores_codex":[0.996984,0.00002881623,0.000316499,0.000887351,0.00116844,0.0006148966],"domain_scores_gemma":[0.9989009,0.0001248383,0.00005302128,0.000344799,0.0001013006,0.0004751611],"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":[0.00000136102,0.00001464228,0.000008346262,0.00001505662,0.000005340483,0.000002002588,0.0008069696,0.9442707,0.002005185,0.02023313,0.00008117649,0.03255614],"study_design_scores_gemma":[0.0001784365,0.00005653345,0.00003639495,0.000006376782,0.000001820962,0.00000154578,0.0000663167,0.9954077,0.003034151,0.00008896126,0.0008967734,0.0002249929],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0002558691,0.00002502752,0.9909896,0.002388766,0.00009953538,0.0006649393,0.000001516359,0.0003658932,0.00520886],"genre_scores_gemma":[0.09643357,0.000007819434,0.9024951,0.0008138548,0.0001091861,0.00009963963,0.000001430933,0.00001552194,0.00002387389],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.09617769,"threshold_uncertainty_score":0.7373518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0391604103543382,"score_gpt":0.2599731436853561,"score_spread":0.2208127333310179,"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."}}