{"id":"W1524941005","doi":"","title":"FAMILY BUSINESSES IN THE IRISH SERVICES SECTOR: PROFILE AND PRODUCTIVITY","year":2009,"lang":"en","type":"article","venue":"Arrow@dit (Dublin Institute of Technology)","topic":"Family Business Performance and Succession","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Irish; Quarter (Canadian coin); Productivity; Product (mathematics); Hospitality; Financial services; Labour economics; Finance; Marketing; Demographic economics; Economics; Economic growth; Tourism","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004291331,0.0002568648,0.0003381996,0.0009251373,0.0002271342,0.000163068,0.0007195554,0.0002272627,0.00001496479],"category_scores_gemma":[0.0001056058,0.0001827996,0.00004157424,0.00257897,0.0003073726,0.003501052,0.0001851123,0.0003102815,0.00003279188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001718169,"about_ca_system_score_gemma":0.00004216631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004451473,"about_ca_topic_score_gemma":0.0002483696,"domain_scores_codex":[0.9985521,0.000006341973,0.0003862963,0.0004295795,0.0002876107,0.0003381025],"domain_scores_gemma":[0.9989305,0.00001129386,0.000272557,0.0005397006,0.0002385179,0.000007479439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004145608,0.002090155,0.5900155,0.003870016,0.00007611463,0.0001782254,0.0004008831,0.0004470474,0.07177529,0.06041992,0.02948649,0.2408258],"study_design_scores_gemma":[0.001548142,0.0000713542,0.783734,0.0006976172,0.0000679174,0.00002215678,0.001073238,0.002013302,0.002508156,0.01155392,0.196042,0.0006682354],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829571,0.0006542176,0.00002475417,0.009223419,0.0005784157,0.000455944,0.000002790495,0.000232585,0.005870801],"genre_scores_gemma":[0.9974898,0.0001267706,0.0004177519,0.001430255,0.0004200791,0.0000415137,0.00002983409,0.00001343854,0.00003052643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2401576,"threshold_uncertainty_score":0.7454351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01589839701002614,"score_gpt":0.2281215551963338,"score_spread":0.2122231581863076,"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."}}