{"id":"W4396914515","doi":"10.2139/ssrn.4829162","title":"Family-Controlled Firms and Environmental Sustainability: All Bite and No Bark","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Family Business Performance and Succession","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of Toronto","funders":"","keywords":"Sustainability; Business; Control (management); Metric (unit); Sample (material); Marketing; Economics; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001430551,0.0003166835,0.0003913351,0.001084949,0.001936444,0.004506238,0.0006030943,0.003176707,0.02616712],"category_scores_gemma":[0.00632804,0.0001192467,0.0002430152,0.001773399,0.009805718,0.01076322,0.002579362,0.002369774,0.0007170967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001062541,"about_ca_system_score_gemma":0.001244933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009108182,"about_ca_topic_score_gemma":0.02338431,"domain_scores_codex":[0.999511,0.0001950311,0.00001588069,0.00007030432,0.0000792205,0.0001285962],"domain_scores_gemma":[0.9948671,0.002509813,0.0009181034,0.0002948137,0.0003742639,0.001035934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0004378358,0.0004947876,0.08051231,0.0003434189,0.0002048855,0.000905407,0.01156124,0.0004337778,0.000208053,0.6913269,0.08591955,0.1276518],"study_design_scores_gemma":[0.00006965231,0.0002183372,0.0864598,0.001761979,0.0001729114,0.0007888112,0.131628,0.0008843282,0.0003764981,0.6348077,0.1427091,0.0001228243],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.341182,0.08288378,0.002085618,0.432244,0.002262999,0.00001749067,0.0004539627,0.00003476816,0.1388354],"genre_scores_gemma":[0.9745381,0.01116677,0.0001911958,0.00472328,0.001027297,0.000005166433,0.00004312518,0.00001013477,0.008294766],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02616712,"threshold_uncertainty_score":0.08753777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004293556828613026,"score_gpt":0.2013461750276596,"score_spread":0.1970526181990466,"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."}}