{"id":"W4307713563","doi":"10.1108/jmtm-12-2021-0503","title":"Manufacturer's servitization level and financial performance: the role of risk management","year":2022,"lang":"en","type":"article","venue":"Journal of Manufacturing Technology Management","topic":"Service and Product Innovation","field":"Business, Management and Accounting","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Risk management; Business; Financial services; Originality; Extant taxon; Risk analysis (engineering); Dimension (graph theory); Financial management; Empirical research; Structural equation modeling; Process management; Operations management; Finance; Economics; Computer science; Qualitative research","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":[0.001023139,0.0001794226,0.0002279566,0.001153059,0.0004970053,0.00005822826,0.000679297,0.00005812884,0.0001010334],"category_scores_gemma":[0.00001592523,0.0001421667,0.00006392016,0.0006219771,0.00006343039,0.0004380567,0.0009966182,0.0004497581,0.00000661246],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005639037,"about_ca_system_score_gemma":0.000007412169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002841107,"about_ca_topic_score_gemma":0.00000533744,"domain_scores_codex":[0.998531,0.0000203273,0.0005472378,0.0002069661,0.0004661454,0.0002282822],"domain_scores_gemma":[0.9984913,0.00001883123,0.001028105,0.0003521866,0.0001027259,0.000006804406],"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":[0.0003638545,0.0002595648,0.01753458,0.0008781754,0.0004249528,0.00005382325,0.0003026875,0.008403487,0.00009108779,0.0955771,0.00278498,0.8733257],"study_design_scores_gemma":[0.001845453,0.0001390553,0.227139,0.0001186469,0.0006552926,0.00007883181,0.007360819,0.0006275401,0.01550512,0.2126112,0.5334763,0.0004428484],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916744,0.0003897572,0.0003481107,0.003722766,0.0005098545,0.0003448564,0.000004032984,0.00005514056,0.002951031],"genre_scores_gemma":[0.9968845,0.0003505604,0.001036135,0.001342852,0.0002601163,0.00002530663,0.000008329635,0.00001980885,0.00007235805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8728828,"threshold_uncertainty_score":0.5797389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007572618343752207,"score_gpt":0.186020348661636,"score_spread":0.1784477303178838,"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."}}