{"id":"W4386184483","doi":"10.2139/ssrn.4551615","title":"The Impact of Partial Production Capacity Sharing Via Production as a Service","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Advanced Manufacturing and Logistics Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"HEC Montréal","funders":"","keywords":"Production (economics); Business; Service (business); Industrial organization; Economics; Microeconomics; Marketing","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001226444,0.0002647327,0.000236502,0.0001215106,0.000258921,0.00007122367,0.0003234304,0.0001679817,0.000002883497],"category_scores_gemma":[0.0002288383,0.0002044254,0.0001595824,0.0001922925,0.00003775193,0.0001345363,0.0001104596,0.003105997,0.00001355534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001603008,"about_ca_system_score_gemma":0.0005120714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005584076,"about_ca_topic_score_gemma":0.0006448588,"domain_scores_codex":[0.9978129,0.0000414503,0.000414037,0.0003015632,0.0002428061,0.001187302],"domain_scores_gemma":[0.9990162,0.00002536024,0.0002750261,0.0004149468,0.0002164322,0.00005199225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003782825,0.00001458117,0.00005125238,0.00007158914,0.0003116312,3.745358e-7,0.0002309361,0.9947067,0.0005725806,0.0005012391,0.00004077743,0.003460446],"study_design_scores_gemma":[0.0002216191,0.0001727002,0.0006428572,0.000201458,0.0001506787,0.0003405137,0.0003466457,0.205498,0.01063888,0.7812196,0.00006248918,0.0005045785],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6305344,0.001125064,0.3618882,0.0006035581,0.004561234,0.0006032864,0.000007609061,0.0005594487,0.0001171618],"genre_scores_gemma":[0.991154,0.006911871,0.0002444307,0.000001367162,0.001198616,0.00002713497,0.000021955,0.00007608639,0.0003645119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7892088,"threshold_uncertainty_score":0.9991939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02189340896853196,"score_gpt":0.2651153629424505,"score_spread":0.2432219539739186,"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."}}