{"id":"W4413932926","doi":"10.3390/jrfm18090485","title":"TMT Family Members’ Education and Firm Innovation: Evidence from Chinese Family Firms","year":2025,"lang":"en","type":"article","venue":"Journal of risk and financial management","topic":"Family Business Performance and Succession","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Education of Zhejiang Province","keywords":"Chinese family; Business; Family business; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009308929,0.0001687578,0.0002424588,0.00143756,0.0007367665,0.0005333427,0.0003247097,0.0003087513,0.002074667],"category_scores_gemma":[0.002630812,0.00009688444,0.000413365,0.001353643,0.0004956439,0.0005118611,0.0005749218,0.0002900961,0.0001139013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008651793,"about_ca_system_score_gemma":0.001087554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0779679,"about_ca_topic_score_gemma":0.08285543,"domain_scores_codex":[0.9996326,0.00006601384,0.00002683924,0.00007358852,0.00006836706,0.000132577],"domain_scores_gemma":[0.9957841,0.001000564,0.002060758,0.0002059622,0.0002787163,0.000669907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003129792,0.00003661171,0.9940459,0.00001186831,0.00003356205,0.0001518879,0.0008490345,0.00007599461,0.00007573098,0.00008469431,0.00008759891,0.004515887],"study_design_scores_gemma":[0.000001812934,0.00002513363,0.9989097,0.000007206711,0.00001650267,0.0000364038,0.000635113,0.0001283504,0.00003641008,0.00002724551,0.0001736889,0.000002296441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994716,0.0001754719,0.00001997074,0.00004785237,0.000001102336,0.000001226854,0.00006423557,4.913918e-7,0.0002180175],"genre_scores_gemma":[0.9997063,0.0001106041,0.00001045327,0.000009770057,0.000002662265,0.000001079217,0.0000573042,1.97747e-7,0.0001015566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0779679,"threshold_uncertainty_score":0.1550282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01074176599342077,"score_gpt":0.244453812142115,"score_spread":0.2337120461486942,"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."}}