{"id":"W4399417513","doi":"10.2139/ssrn.4854492","title":"Selling and Renting Mechatronics","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Flexible and Reconfigurable Manufacturing Systems","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Renting; Mechatronics; Business; Manufacturing engineering; Computer science; Engineering; Artificial intelligence; Civil engineering","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001364544,0.0003862398,0.0004003998,0.0002834143,0.0001324048,0.0004012597,0.0002775179,0.0003640464,0.00001170975],"category_scores_gemma":[0.000008022982,0.0003511761,0.0001922143,0.00007816837,0.00002040796,0.00005827162,0.0001901045,0.008799242,0.00006901381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009858987,"about_ca_system_score_gemma":0.0007289395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003810758,"about_ca_topic_score_gemma":0.0001294289,"domain_scores_codex":[0.9967543,0.0000373967,0.0004726615,0.0003254582,0.0002229418,0.002187165],"domain_scores_gemma":[0.9995117,0.00003071674,0.00009916141,0.0002306819,0.00003042829,0.00009729395],"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":[0.00003127956,0.00004109655,0.0001093168,0.009122775,0.007009049,0.00009403026,0.002606586,0.5052325,0.003208153,0.2384394,0.002186773,0.231919],"study_design_scores_gemma":[0.0002425251,0.00005592965,0.000003434818,0.001385706,0.0002228627,0.001144366,0.001078857,0.05549871,0.001645405,0.9305569,0.007399684,0.0007656434],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6744329,0.2973445,0.01132467,0.0003659308,0.007857227,0.0003650049,0.00001433368,0.001033974,0.007261479],"genre_scores_gemma":[0.9452551,0.05114755,0.0001096678,0.000007196423,0.001210219,0.000009983011,0.000008893413,0.0001337639,0.002117625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6921175,"threshold_uncertainty_score":0.999894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006220742197104042,"score_gpt":0.2000002888630168,"score_spread":0.1937795466659127,"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."}}