{"id":"W4388469480","doi":"10.2139/ssrn.4597388","title":"Talent Market Competition and Firm Growth","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Firm Innovation and Growth","field":"Economics, Econometrics and Finance","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Business; Competition (biology); Industrial organization","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":[0.001460059,0.00008646808,0.0001549536,0.0002980381,0.0001568124,0.00006336059,0.0001018682,0.00005034907,0.0002778292],"category_scores_gemma":[0.00006155481,0.00009585614,0.00004970415,0.0004053056,0.00003051992,0.0001684857,0.0000286886,0.0005538308,0.0004203628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002334232,"about_ca_system_score_gemma":0.00008737361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000301988,"about_ca_topic_score_gemma":0.00004787822,"domain_scores_codex":[0.9986019,0.00001198045,0.0003160037,0.000165896,0.00003809726,0.0008661763],"domain_scores_gemma":[0.9996608,0.00002156802,0.0001608955,0.00007939557,0.00003223338,0.00004506188],"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":[0.000008973448,0.00001461788,0.02261712,0.000006906943,0.00003445334,0.000001782658,0.00004669655,0.000001100626,0.000009548277,0.9738536,0.002482973,0.0009221979],"study_design_scores_gemma":[0.0005358082,0.0001030195,0.06829857,0.000007846324,0.000002607001,0.0001082024,0.0002234538,0.0006339252,0.000009461346,0.9079956,0.02193617,0.0001452645],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9122006,0.004800912,0.007024617,0.01225395,0.000810143,0.0001996817,0.00005072968,0.0001543432,0.06250497],"genre_scores_gemma":[0.9871648,0.006625598,0.00003531508,0.0002530472,0.0001466393,0.000004386119,0.00001284553,0.00001563791,0.005741719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07496416,"threshold_uncertainty_score":0.5403054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01332514099219922,"score_gpt":0.2020440138647565,"score_spread":0.1887188728725573,"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."}}