{"id":"W4407030122","doi":"10.1177/10591478251318493","title":"Managing Product-Reusability Under Supply Disruptions","year":2025,"lang":"en","type":"article","venue":"Production and Operations Management","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Reusability; Business; Product (mathematics); Computer science; Operations management; Process management; Risk analysis (engineering); Economics; Operating system","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":[0.0007524942,0.0002193805,0.0001789981,0.00057188,0.0009561717,0.0007142699,0.000202319,0.00003098506,0.0002825401],"category_scores_gemma":[0.00008542727,0.0002144545,0.00005969494,0.0009576943,0.0001374681,0.001313278,0.0004202377,0.0001343849,0.0001982426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007177472,"about_ca_system_score_gemma":0.00001161561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002346557,"about_ca_topic_score_gemma":0.0005557001,"domain_scores_codex":[0.9983306,0.00003094771,0.0003884813,0.0007262696,0.0002332842,0.0002904465],"domain_scores_gemma":[0.999175,0.00001005734,0.00004892052,0.0006040312,0.0001461513,0.00001580488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002466148,0.0003235152,0.002927352,0.0006260414,0.0001285219,0.000001947124,0.00006419941,0.01059412,0.00006467092,0.9234328,0.02298952,0.03882269],"study_design_scores_gemma":[0.0007626988,0.00001288975,0.07881908,0.0001907389,0.0004535949,0.000002631246,0.003877372,0.01081611,0.000110423,0.07917792,0.8250781,0.0006984982],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1146791,0.0009963434,0.1126383,0.4355423,0.00544143,0.00565579,0.000008609952,0.001263743,0.3237743],"genre_scores_gemma":[0.9578172,0.0002644545,0.001978812,0.004942745,0.0005805191,0.0003574363,0.00007335984,0.00001790078,0.03396757],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8442549,"threshold_uncertainty_score":0.87452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01892446351075315,"score_gpt":0.2679850395683678,"score_spread":0.2490605760576147,"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."}}