{"id":"W6917732838","doi":"10.58067/4bmm-c104","title":"Sienci Labs: Managing Production (Push or Pull?)","year":2024,"lang":"en","type":"article","venue":"Conestoga College Repository","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Conestoga College","funders":"","keywords":"Dilemma; Work (physics); Production (economics); Supply chain; Product (mathematics); Toyota Production System; Lean manufacturing; Control (management); Inventory control","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003276282,0.00104032,0.0002988281,0.001151354,0.004476996,0.009133432,0.003404332,0.003045012,0.02832614],"category_scores_gemma":[0.004331662,0.0005599654,0.0004148707,0.00182318,0.004098119,0.007672312,0.005954322,0.002299414,0.005713926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006495632,"about_ca_system_score_gemma":0.005875119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02333059,"about_ca_topic_score_gemma":0.03987629,"domain_scores_codex":[0.9961436,0.001125438,0.0001208252,0.0004827891,0.001265623,0.0008617644],"domain_scores_gemma":[0.997339,0.000508771,0.0002751168,0.0003662703,0.0004795085,0.001031444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008664141,0.0009037446,0.01420761,0.001087296,0.00004675971,0.04185599,0.05337432,0.01126034,0.01846839,0.2609583,0.2785653,0.3184056],"study_design_scores_gemma":[0.00005779701,0.0002834824,0.001526162,0.000356341,0.00001599473,0.004686787,0.02248516,0.007816446,0.004774477,0.01045439,0.9474495,0.00009350263],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1190632,0.002467182,0.06306545,0.03333265,0.0008226662,0.0007784948,0.0004793936,0.003267303,0.7767237],"genre_scores_gemma":[0.6844745,0.00246163,0.07126251,0.006616408,0.0002826279,0.0006165712,0.000575533,0.001023975,0.2326863],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02832614,"threshold_uncertainty_score":0.09476042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02204246644887118,"score_gpt":0.2382571193815129,"score_spread":0.2162146529326418,"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."}}