{"id":"W6995661333","doi":"","title":"Operations research: Topics, impact, and trends from 1952–2019","year":2021,"lang":"en","type":"article","venue":"Figshare","topic":"Supply Chain and Inventory Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publication; Scheduling (production processes); Dynamic programming; Western europe; Focus (optics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.005064696,0.001205203,0.0006933239,0.02484431,0.0007492672,0.005819455,0.0006632401,0.001452096,0.01183135],"category_scores_gemma":[0.02250465,0.0003876799,0.0009603666,0.04106999,0.0009920242,0.005643468,0.001854761,0.002121504,0.005169268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005250248,"about_ca_system_score_gemma":0.003808601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009243815,"about_ca_topic_score_gemma":0.01013326,"domain_scores_codex":[0.9962734,0.0004274416,0.0006149964,0.0004686876,0.001826487,0.0003890269],"domain_scores_gemma":[0.9712782,0.008138929,0.00469455,0.0006663494,0.01339965,0.001822416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004955518,0.0001116116,0.02917805,0.005353221,0.0002326706,0.0002614459,0.0004931384,0.001492577,0.0007446623,0.02281734,0.3889643,0.5498555],"study_design_scores_gemma":[0.00002360074,0.0001195312,0.03980004,0.003277987,0.0001378906,0.0005731787,0.0006942639,0.0006427487,0.0007137679,0.004239551,0.9497124,0.00006514484],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03103914,0.7893404,0.003188715,0.04706402,0.01498341,0.0000873565,0.03524292,0.0006743625,0.07837983],"genre_scores_gemma":[0.1933463,0.7184518,0.007510386,0.009057373,0.01648586,0.00016662,0.03157199,0.0004017928,0.02300798],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9751557,"threshold_uncertainty_score":0.03957981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1465862863102033,"score_gpt":0.3356606107452103,"score_spread":0.189074324435007,"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."}}