{"id":"W2898905438","doi":"10.5267/j.uscm.2018.10.003","title":"An integrated framework (CTSR-BWG) for outsourcing decisions in a marine manufacturing firm","year":2018,"lang":"en","type":"article","venue":"Uncertain Supply Chain Management","topic":"Outsourcing and Supply Chain Management","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Outsourcing; Business; Industrial organization; Process management; Knowledge process outsourcing; Computer science; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002107648,0.0007539487,0.0006646928,0.001821613,0.0006741908,0.000871409,0.001311453,0.0002333768,0.001035691],"category_scores_gemma":[0.0003078295,0.0007206975,0.0002535757,0.001258914,0.0001741518,0.0008866343,0.0009059875,0.0004376329,0.0003783359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003507794,"about_ca_system_score_gemma":0.00002331053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001871323,"about_ca_topic_score_gemma":0.001495497,"domain_scores_codex":[0.9953699,0.00006864261,0.000981454,0.001403436,0.0007348534,0.00144178],"domain_scores_gemma":[0.997658,0.000353092,0.0003331172,0.001352413,0.0002110346,0.00009232116],"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":[0.001909617,0.002327051,0.1203746,0.00166678,0.0007772839,0.0006309788,0.0037575,0.08171985,0.0001742023,0.1177217,0.05034455,0.6185959],"study_design_scores_gemma":[0.003895177,0.0002421106,0.02703224,0.001046447,0.0002599667,0.00000356072,0.01137268,0.1883657,0.0001810292,0.05014828,0.7155922,0.001860639],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2819785,0.00009064356,0.655978,0.01050864,0.003514312,0.007449337,0.0000498336,0.0017401,0.03869063],"genre_scores_gemma":[0.9481198,0.00003329136,0.04064676,0.005435283,0.002186147,0.0006054768,0.0003982486,0.000164558,0.002410442],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6661413,"threshold_uncertainty_score":0.9998775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01832314661092063,"score_gpt":0.2592973535689709,"score_spread":0.2409742069580502,"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."}}