{"id":"W2055258732","doi":"10.1080/00207543.2013.778434","title":"Then and now – 50 years of production research","year":2013,"lang":"en","type":"article","venue":"International Journal of Production Research","topic":"Scheduling and Optimization Algorithms","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Agencia Estatal de Investigación; Chinese University of Hong Kong; University of Hong Kong","keywords":"Production (economics); Distribution (mathematics); Business; Operations research; Management science; Engineering; Economics; Mathematics; Microeconomics","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":[0.003101717,0.00006349271,0.0001170808,0.0009720674,0.00006071945,0.0001002665,0.0003020304,0.00005879733,0.0001748802],"category_scores_gemma":[0.001117958,0.00006034301,0.00003720311,0.0004235936,0.0001919621,0.0004479857,0.00006257915,0.0006371981,0.00005912584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001208949,"about_ca_system_score_gemma":0.00007327186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003648446,"about_ca_topic_score_gemma":0.00000315097,"domain_scores_codex":[0.997674,0.0001763601,0.0003709955,0.0001521226,0.001430383,0.0001960769],"domain_scores_gemma":[0.9954579,0.0001010951,0.00007538734,0.0001478922,0.004134299,0.00008337628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002967413,0.0005005712,0.004401119,0.0001969289,0.000605041,0.0000303598,0.005486266,0.1599322,0.160961,0.0009484329,0.09219666,0.5744447],"study_design_scores_gemma":[0.005027292,0.002072762,0.1975287,0.002260926,0.00007955152,0.003107239,0.02000244,0.1721587,0.4277472,0.03246734,0.1360322,0.001515555],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986262,0.001036165,0.001322414,0.007451357,0.002771993,0.0002911911,0.00000241375,0.00003580941,0.0008266253],"genre_scores_gemma":[0.9833684,0.001331207,0.01220951,0.000005222613,0.001673731,0.00001311755,0.000002512442,0.00002272813,0.00137356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5729291,"threshold_uncertainty_score":0.2768344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08245329137136254,"score_gpt":0.3849266971234604,"score_spread":0.3024734057520979,"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."}}