{"id":"W2761143115","doi":"10.1177/0894486517735169","title":"Unpacking the Black Box of Family Business Advising: Insights From Psychology","year":2017,"lang":"en","type":"article","venue":"Family Business Review","topic":"Family Business Performance and Succession","field":"Business, Management and Accounting","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Unpacking; Categorization; Psychology; Black box; Family business; Social psychology; Applied psychology; Marketing; Epistemology; Business; Computer science","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006086112,0.0007270128,0.001392882,0.0003395987,0.001254409,0.0007291617,0.002715118,0.0002717502,0.0001514928],"category_scores_gemma":[0.0007319678,0.0004782569,0.0002774252,0.001904656,0.0008371933,0.003815546,0.0009868857,0.0004178169,0.0008656118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003750971,"about_ca_system_score_gemma":0.0001419176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002823352,"about_ca_topic_score_gemma":0.00009559758,"domain_scores_codex":[0.9962242,0.00005633607,0.001322548,0.0008998056,0.0008402856,0.0006568064],"domain_scores_gemma":[0.992963,0.000105797,0.002038097,0.00284601,0.002010619,0.00003646839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001011075,0.001743537,0.1195731,0.05143209,0.0007371408,0.000361043,0.0003420281,0.0005208425,0.03981857,0.01036452,0.2729048,0.5011913],"study_design_scores_gemma":[0.0007890601,0.000005925661,0.6948934,0.009333463,0.0002738106,0.000002192391,0.00006503792,0.000353922,0.00001896125,0.001096662,0.2926397,0.0005279438],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7910659,0.1212703,0.001599481,0.0117787,0.005699386,0.001788016,0.00002598304,0.000309526,0.06646261],"genre_scores_gemma":[0.89228,0.07950306,0.0001882591,0.02502244,0.002441941,0.00007764892,0.0002071786,0.0001298576,0.0001496177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5753203,"threshold_uncertainty_score":0.9999123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0579067015102894,"score_gpt":0.3098395112439407,"score_spread":0.2519328097336513,"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."}}