{"id":"W2543972481","doi":"10.1002/cjas.1404","title":"Technological, management, and persistent innovation in small and medium family firms: The influence of professionalism","year":2016,"lang":"en","type":"article","venue":"Canadian Journal of Administrative Sciences / Revue Canadienne des Sciences de l Administration","topic":"Family Business Performance and Succession","field":"Business, Management and Accounting","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Business; Innovation management; Sample (material); Product innovation; Product (mathematics); Marketing; Industrial organization","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":[0.00258748,0.0001125793,0.0002315281,0.001242094,0.0008204596,0.001395383,0.0003316961,0.0003886785,0.002908094],"category_scores_gemma":[0.01232619,0.00007603103,0.000255432,0.0006517448,0.001094466,0.0005626581,0.0009978224,0.0004349787,0.0001901551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001072498,"about_ca_system_score_gemma":0.001318776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01201442,"about_ca_topic_score_gemma":0.01404707,"domain_scores_codex":[0.9987908,0.0004552123,0.00006378046,0.0001237314,0.0002900285,0.0002763644],"domain_scores_gemma":[0.9795544,0.009180493,0.006583061,0.0005561911,0.0008336364,0.003292245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001000476,0.0001928301,0.9885142,0.00001406827,0.00002672914,0.0001366921,0.001792206,0.0001231733,0.000173009,0.0002169741,0.0001120861,0.00859796],"study_design_scores_gemma":[0.000003811694,0.00008610236,0.9966004,0.00001543663,0.00001074089,0.0001239767,0.002356248,0.0001851043,0.0000724063,0.0001871274,0.0003547395,0.000003826361],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992058,0.0001122371,0.00002724937,0.00006745673,0.000001490329,0.000002129225,0.00001148354,4.242227e-7,0.0005717755],"genre_scores_gemma":[0.9998094,0.00003897315,0.00001572052,0.000005691861,0.00000316889,0.000001080254,0.000007775491,2.816895e-7,0.0001178456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01201442,"threshold_uncertainty_score":0.02388895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1039730571038173,"score_gpt":0.2942464750665053,"score_spread":0.190273417962688,"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."}}