{"id":"W2955638589","doi":"10.6084/m9.figshare.9724355.v2","title":"Entrepreneurship Model of Professional Development of Actuaries in Canada","year":2019,"lang":"en","type":"article","venue":"Repository of Samara University (Samara National Research University)","topic":"Economic and Business Development Strategies","field":"Economics, Econometrics and Finance","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Actuary; Accreditation; Certification; Professional certification (computer technology); Professional association; Professional development; Professional standards; Political science; Management; Business; Psychology; Actuarial science; Public relations; Pedagogy; Economics","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":[0.000624775,0.000103096,0.0003519617,0.001103748,0.0001120448,0.000005832115,0.0004625872,0.0000859974,0.0001005806],"category_scores_gemma":[0.0000723984,0.0001390546,0.00005909208,0.0006090477,0.0001839646,0.000404498,0.0002187263,0.0001866185,0.000007360166],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002024653,"about_ca_system_score_gemma":0.006572048,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04994682,"about_ca_topic_score_gemma":0.03102728,"domain_scores_codex":[0.9986762,0.00005189922,0.0004243906,0.0002999283,0.0003210873,0.0002264513],"domain_scores_gemma":[0.9985437,0.0002726062,0.0003857322,0.0001539357,0.0005828043,0.00006120777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004094556,0.0002853607,0.703811,0.0003358996,0.0001424933,0.00001805352,0.00108886,0.009393313,0.00145523,0.282552,0.0003048181,0.0002035134],"study_design_scores_gemma":[0.003554232,0.00009114661,0.9340459,0.0004029919,0.00001074089,0.000002929415,0.01025771,0.0115766,0.01279489,0.00539099,0.02120728,0.00066461],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9468607,0.00003692107,0.00009254678,0.00009943081,0.0001274913,0.0001692135,0.00007434528,0.000003843835,0.0525355],"genre_scores_gemma":[0.9862631,0.00004020719,0.0006562721,0.000003555788,0.000005829208,1.584551e-7,0.00001534776,0.000005179327,0.01301036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.277161,"threshold_uncertainty_score":0.9990598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08278497177035968,"score_gpt":0.2281010654585297,"score_spread":0.14531609368817,"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."}}