{"id":"W2592525353","doi":"10.17722/ijme.v8i2.302","title":"The Innovation Type and Strategy Implemented by Chinese SMEs: Case Study of Manufacturing Industry in Shanghai","year":2017,"lang":"en","type":"article","venue":"International Journal of Management Excellence","topic":"Business and Economic Development","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Industrial organization; Manufacturing engineering; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0005222371,0.00007246462,0.00008536109,0.00007261586,0.0001194519,0.0001089792,0.0004642193,0.00002924296,0.0001611682],"category_scores_gemma":[0.00002271004,0.00005138313,0.000009075106,0.00005973524,0.0000539704,0.0003352087,0.0003788698,0.0001538741,0.000002705712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008547695,"about_ca_system_score_gemma":0.00000685205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006592287,"about_ca_topic_score_gemma":0.000360469,"domain_scores_codex":[0.9991493,0.00001534089,0.0004099354,0.0001029983,0.0002338075,0.00008867889],"domain_scores_gemma":[0.9992911,0.0000215763,0.000502432,0.0001270997,0.00003855834,0.00001922897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001212511,0.0003680855,0.7872692,0.00001199378,0.0001795496,0.001151011,0.000891348,0.001647822,0.0001687592,0.00005518182,0.003097912,0.2050379],"study_design_scores_gemma":[0.001390268,0.0001045193,0.9879974,0.0000468437,0.000009747171,0.0001834025,0.006122909,0.0003251712,0.0001935042,0.0003218693,0.003201179,0.0001031878],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973798,0.00001988143,0.00003413391,0.0005189368,0.0003010863,0.0001168252,0.000001208669,0.000001240218,0.001626841],"genre_scores_gemma":[0.9993797,0.0001503424,0.00006032478,0.0000330679,0.0000201972,0.00000293716,6.488235e-7,0.000003590894,0.0003492232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2049347,"threshold_uncertainty_score":0.2095343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02097335566087834,"score_gpt":0.29408197617548,"score_spread":0.2731086205146017,"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."}}