{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.08918348,0.001438851,0.003276897,0.006389434,0.003502202,0.006873122,0.00304231,0.004217071,0.01275557],"category_scores_gemma":[0.3417561,0.001556827,0.001530275,0.003978096,0.02384119,0.01456371,0.004596679,0.009552806,0.0007088089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003148397,"about_ca_system_score_gemma":0.003727465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002091147,"about_ca_topic_score_gemma":0.002440355,"domain_scores_codex":[0.9146945,0.07334317,0.002129562,0.003940425,0.005345592,0.0005468021],"domain_scores_gemma":[0.3432339,0.6235225,0.008297635,0.01790679,0.005633166,0.001406032],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004438857,0.00004480639,0.001190277,0.000312224,0.0001497607,0.00009881025,0.0005108101,0.00124291,0.0000350585,0.9852188,0.002389066,0.008763063],"study_design_scores_gemma":[0.00002322081,0.000005721129,0.0002039157,0.00007320293,0.00002065768,0.00002019942,0.000108903,0.002475471,0.00002777373,0.9955942,0.001441884,0.000004892328],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02575696,0.01821426,0.8217133,0.08376314,0.001620824,0.0003360203,0.0006067083,0.0002964645,0.04769237],"genre_scores_gemma":[0.811074,0.004765988,0.1669086,0.008156939,0.003121132,0.001023168,0.0002810801,0.0001556799,0.004513389],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9108166,"threshold_uncertainty_score":0.471653,"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."}}