{"id":"W2318655956","doi":"10.1111/jems.12065","title":"Specialized Careers","year":2014,"lang":"en","type":"article","venue":"Journal of Economics & Management Strategy","topic":"Economic theories and models","field":"Economics, Econometrics and Finance","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Task (project management); License; Generalist and specialist species; Computer science; Microeconomics; Actuarial science; Business; Economics; Management","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":[],"consensus_categories":[],"category_scores_codex":[0.001258111,0.0001918228,0.0006409775,0.000344937,0.0000749193,0.000166889,0.0004957127,0.00007952428,0.0006838509],"category_scores_gemma":[0.00001984644,0.0002230805,0.0002904485,0.00006990291,0.00005736452,0.0004554647,0.00007837365,0.0001609006,0.0002929633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000182656,"about_ca_system_score_gemma":0.0000173268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003060568,"about_ca_topic_score_gemma":0.00001859706,"domain_scores_codex":[0.9980217,0.00001769609,0.001352588,0.0002731556,0.00001819766,0.0003166722],"domain_scores_gemma":[0.9981521,0.000040707,0.001282355,0.0003460501,0.00003499594,0.0001437889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004457848,0.0000413875,0.0007874114,0.00002107862,0.0002132508,0.000004716463,0.00007337414,0.008632704,0.000001332929,0.98406,0.001837143,0.004283045],"study_design_scores_gemma":[0.001633129,0.0001893744,0.001778527,0.00001390422,0.00002763662,0.00001531785,0.0002940157,0.002618025,0.00002036416,0.682513,0.3105986,0.0002981472],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4110969,0.000516513,0.0105295,0.0006823899,0.001966286,0.000183759,0.00003183826,0.0000167734,0.574976],"genre_scores_gemma":[0.9930524,0.001195682,0.001881501,0.0003680536,0.0006402712,0.000003707616,0.000004194389,0.00003427242,0.002819983],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5819554,"threshold_uncertainty_score":0.9096957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03360345267422807,"score_gpt":0.2156952708699116,"score_spread":0.1820918181956836,"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."}}