{"id":"W4416002894","doi":"10.5465/amproc.2025.10528symposium","title":"Beyond Words: Toward Meaningful Social Impact","year":2025,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Work (physics); Key (lock); Societal impact of nanotechnology; Reflexivity; Social impact","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004641323,0.0003032307,0.0003565361,0.0007619776,0.0003516447,0.0002359209,0.0006382777,0.0001046382,0.000402798],"category_scores_gemma":[0.00005264657,0.0002827769,0.0001635176,0.001828038,0.0001098246,0.001248683,0.001029014,0.0001790278,0.0001171392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006587445,"about_ca_system_score_gemma":0.000004947646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002441978,"about_ca_topic_score_gemma":8.30904e-7,"domain_scores_codex":[0.9981751,0.000002283669,0.0004687621,0.000432468,0.0005063663,0.0004150182],"domain_scores_gemma":[0.9994456,0.00001658954,0.000340114,0.00005298366,0.0001337418,0.00001092648],"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":[0.00004715808,0.00006470393,0.01800933,0.001036431,0.0004040081,0.00000127899,0.0001128978,0.000004161093,0.00003965995,0.720594,0.2527561,0.006930206],"study_design_scores_gemma":[0.001763376,0.00001801999,0.3335654,0.0002458289,0.0008216971,5.141176e-7,0.00265598,0.0003524819,0.0002515042,0.261766,0.3978446,0.0007145497],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08706431,0.0003969253,0.0005623395,0.01468688,0.0002813983,0.000810881,0.000002505209,0.000382367,0.8958124],"genre_scores_gemma":[0.9876859,0.00008568583,0.0004447566,0.004917614,0.0006377109,0.00003970402,0.00001092376,0.00003079673,0.006146875],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9006216,"threshold_uncertainty_score":0.9999624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01730571767774646,"score_gpt":0.2725337208007557,"score_spread":0.2552280031230092,"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."}}