{"id":"W4407626760","doi":"10.5465/amp.2024.0322","title":"Mattering Matters: Explaining What Fits at <i>Academy of Management Perspectives</i>","year":2025,"lang":"en","type":"article","venue":"Academy of Management Perspectives","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Psychology; Political science; Management; Sociology; Public relations; Engineering ethics; Business; Economics; Engineering","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":[0.001295267,0.0005692175,0.000655173,0.001944052,0.0003573762,0.0003290941,0.00109173,0.0001742443,0.0007878736],"category_scores_gemma":[0.00004117004,0.00061618,0.0003030983,0.001506266,0.0003013256,0.002878272,0.001880232,0.0003403192,0.0001279181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002999892,"about_ca_system_score_gemma":0.000006719155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003923112,"about_ca_topic_score_gemma":0.00000252588,"domain_scores_codex":[0.996393,0.00006495239,0.0009375615,0.001142172,0.0007546766,0.0007076871],"domain_scores_gemma":[0.9985304,0.0001287767,0.0008456076,0.0003644433,0.00009861218,0.00003209434],"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":[0.0005523032,0.0007659384,0.004597497,0.007863665,0.001953062,0.000008882296,0.003642358,0.0002580204,0.000885563,0.7769341,0.1769981,0.02554058],"study_design_scores_gemma":[0.004116944,0.00003726154,0.1601439,0.004871707,0.001779987,0.000002651427,0.2766548,0.0006718943,0.001604723,0.01796729,0.5304685,0.001680326],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3222648,0.008742936,0.001708136,0.0948998,0.001270297,0.00434258,0.00001079727,0.0008167469,0.565944],"genre_scores_gemma":[0.9633498,0.004249334,0.002005833,0.007482912,0.0004909714,0.0002496235,0.00002008438,0.00009143195,0.02205997],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7589667,"threshold_uncertainty_score":0.999629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01617487257859265,"score_gpt":0.2711191264432851,"score_spread":0.2549442538646924,"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."}}