{"id":"W4416005745","doi":"10.5465/amproc.2025.17725symposium","title":"Exercising Judgment in Organizations","year":2025,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Innovation, Sustainability, Human-Machine Systems","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Popularity; Diversity (politics); Focus (optics); Business decision mapping; Entrepreneurship; Work (physics)","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":[0.001946828,0.0001063577,0.0001801972,0.0006349891,0.0003234849,0.00007270536,0.000422611,0.0001044211,0.00005401291],"category_scores_gemma":[0.0003364139,0.0001202308,0.00002643944,0.003244979,0.0001547887,0.0004433922,0.0001763697,0.0001636757,0.000005998726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004242936,"about_ca_system_score_gemma":0.00005314522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003898616,"about_ca_topic_score_gemma":0.00003286745,"domain_scores_codex":[0.9984801,0.00002766494,0.0004957667,0.0002817292,0.0004140943,0.0003006286],"domain_scores_gemma":[0.999478,0.00003535143,0.000161974,0.00005374045,0.0002435974,0.00002734977],"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":[0.000004980655,0.00006402079,0.05164488,0.0003858387,0.00001981928,2.441104e-7,0.007685543,0.000018051,0.00003877924,0.9315268,0.005784582,0.002826421],"study_design_scores_gemma":[0.001431078,0.00003094447,0.3378951,0.0009460741,0.0001114078,2.709758e-7,0.1272981,0.0002427436,0.001247601,0.218554,0.3116738,0.0005688706],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5323563,0.0001140953,0.0006920788,0.02249328,0.000210082,0.00190396,8.624958e-7,0.0001738884,0.4420554],"genre_scores_gemma":[0.9901351,0.00006277019,0.0005070518,0.0004437901,0.00006049351,0.00005166399,0.000001512273,0.00000946865,0.008728127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7129729,"threshold_uncertainty_score":0.490287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01378022606313222,"score_gpt":0.3367332898912871,"score_spread":0.3229530638281549,"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."}}