{"id":"W4312119657","doi":"10.1111/apce.12408","title":"Classifying responsible investors: Identifying clusters of Ontario investors","year":2022,"lang":"en","type":"article","venue":"Annals of Public and Cooperative Economics","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Conestoga College","funders":"","keywords":"Variety (cybernetics); Business; Investment (military); Empirical research; Finance; Political science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001652319,0.0001450271,0.0004985385,0.0004277972,0.0004118729,0.00009317561,0.0003000683,0.00005859285,0.0006319269],"category_scores_gemma":[0.0001717731,0.0001907765,0.0001068185,0.0002622122,0.0001876683,0.0006390668,0.0003902029,0.000219716,0.000006980332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003430346,"about_ca_system_score_gemma":0.0009383311,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007285471,"about_ca_topic_score_gemma":0.00934698,"domain_scores_codex":[0.9986362,0.000106824,0.000729321,0.000236655,0.00003408708,0.000256841],"domain_scores_gemma":[0.9989179,0.0001074425,0.0005403267,0.0002338279,0.00008125953,0.0001192533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007382752,0.0002106647,0.2930726,0.0000442444,0.0003790583,0.000001230019,0.06959546,0.0003539317,0.00004283883,0.6308923,0.002963014,0.002370812],"study_design_scores_gemma":[0.002881547,0.001274989,0.2663697,0.00006061041,0.00002673467,0.00001393445,0.03906394,0.002378175,0.001233963,0.1332187,0.5517269,0.001750806],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804798,0.0008140955,0.00009887481,0.002042005,0.0002424769,0.0001392491,0.00008442914,0.00001104569,0.01608803],"genre_scores_gemma":[0.9949874,0.000344485,0.0003053684,0.0008228131,0.00002103756,0.00001891715,0.00003241662,0.00001735881,0.003450208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5487639,"threshold_uncertainty_score":0.9993251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2807686714041089,"score_gpt":0.3038450929531802,"score_spread":0.02307642154907125,"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."}}