{"id":"W7128215162","doi":"10.5465/amj.2025.4004","title":"Compelling Empirics in Quantitative Studies","year":2025,"lang":"en","type":"article","venue":"Academy of Management Journal","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"HEC Montréal","funders":"","keywords":"","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":[0.001060534,0.0001166338,0.000306773,0.0004564087,0.0000594431,0.00001260578,0.0002737935,0.00005586512,0.00001241123],"category_scores_gemma":[0.0002600611,0.0001029445,0.00005488344,0.0003752472,0.00009064738,0.0001692634,0.0001586828,0.0004487071,0.000002764323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001003249,"about_ca_system_score_gemma":0.00000806882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.475743e-7,"about_ca_topic_score_gemma":0.000001174315,"domain_scores_codex":[0.9988273,0.00008376516,0.0005658746,0.0001216807,0.0002131783,0.0001882124],"domain_scores_gemma":[0.999042,0.0005382365,0.000274683,0.00006958251,0.00005389909,0.00002159939],"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":[0.00002248841,0.00006454147,0.001208041,0.0002807243,0.0002133554,0.00001189408,0.0005731379,0.00009499815,0.00009222443,0.9866241,0.005086824,0.005727626],"study_design_scores_gemma":[0.0002935419,0.00003157598,0.0008376595,0.0007900399,0.00005126678,0.000002589488,0.003093392,0.0001332744,0.001951262,0.9905859,0.002141794,0.00008773984],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2850161,0.009118302,0.6214898,0.01160763,0.0004010588,0.001307762,0.000003847622,0.0002884007,0.07076708],"genre_scores_gemma":[0.5339054,0.008892704,0.4550458,0.0007243181,0.00002878566,0.00001810929,2.574232e-7,0.00001758924,0.00136702],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.2488893,"threshold_uncertainty_score":0.4197955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4846607601977391,"score_gpt":0.5545202349706227,"score_spread":0.06985947477288368,"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."}}