{"id":"W2596028916","doi":"10.1108/ijopm-11-2015-0696","title":"Capability antecedents and performance outcomes of servitization","year":2017,"lang":"en","type":"article","venue":"International Journal of Operations & Production Management","topic":"Service and Product Innovation","field":"Business, Management and Accounting","cited_by":160,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Originality; Service (business); Business; Process management; Maturity (psychological); Value (mathematics); Marketing; Computer science; Knowledge management; Operations management; Economics; Qualitative research; Sociology; Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006525966,0.00009641029,0.0001396313,0.000367568,0.0002682674,0.0003751588,0.0004250327,0.00002420034,0.00005837567],"category_scores_gemma":[0.0001824886,0.00008497082,0.00004058892,0.0001127659,0.00005807817,0.00324425,0.000165897,0.00007488672,0.00001131825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003512172,"about_ca_system_score_gemma":0.00001288462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009767947,"about_ca_topic_score_gemma":0.00004252824,"domain_scores_codex":[0.9988282,0.000007976226,0.000497293,0.0001585599,0.0004325027,0.000075448],"domain_scores_gemma":[0.9975246,0.000004829296,0.0006010702,0.0002858071,0.001576738,0.000006947757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002198231,0.0004591544,0.8409739,0.0003593254,0.0006016233,0.000007911419,0.0002612307,0.004948522,0.002591622,0.04843828,0.001300487,0.09983814],"study_design_scores_gemma":[0.0005555795,0.00002201946,0.9889236,0.00009195437,0.00007774108,0.00001403773,0.0002369379,0.001432026,0.001347519,0.001757001,0.005427127,0.0001144641],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745026,0.00002532665,0.0006336522,0.02012167,0.002558989,0.0001907664,0.00000140296,0.00001155147,0.001954091],"genre_scores_gemma":[0.9967117,0.0001316774,0.001224299,0.00063264,0.0009453013,0.000005695832,0.00001410562,0.000008322175,0.0003262982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1479497,"threshold_uncertainty_score":0.3617665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02239549874076496,"score_gpt":0.2841039405803866,"score_spread":0.2617084418396216,"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."}}