{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006262038,0.0002439837,0.0002377356,0.0004235963,0.0004632662,0.0006484152,0.0002806518,0.00008378528,0.0002260247],"category_scores_gemma":[0.0001030506,0.0002110097,0.0001182909,0.0009697416,0.00009579271,0.001567752,0.0002345171,0.0002025695,0.0007481945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001467827,"about_ca_system_score_gemma":0.00008765419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001912601,"about_ca_topic_score_gemma":0.00008448699,"domain_scores_codex":[0.9981418,0.00002990798,0.0004096499,0.0006286671,0.0004259425,0.0003640419],"domain_scores_gemma":[0.9992377,0.0000669045,0.0001000059,0.0004454295,0.0001273233,0.0000225954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004026472,0.0004161396,0.002691677,0.006712197,0.0003952037,0.004702902,0.0007668227,0.0005523604,0.00389827,0.3257732,0.6347935,0.01889502],"study_design_scores_gemma":[0.0002423947,0.00001987578,0.0008357263,0.0003024082,0.0001467798,0.00007392336,0.001386964,0.005989874,0.0003282703,0.001686288,0.9885843,0.0004031302],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.43933,0.00347824,0.002052908,0.02137661,0.02827162,0.002525733,0.00001118396,0.003790777,0.4991629],"genre_scores_gemma":[0.9054763,0.00003054116,0.0001061272,0.0009186199,0.003999769,0.0001153684,0.00001472204,0.00004977994,0.08928879],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4661462,"threshold_uncertainty_score":0.9616776,"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."}}