{"id":"W1135046832","doi":"10.1007/s10805-015-9237-3","title":"Stop Drinking the Kool-Aid: The Academic Journal Review Process in the Social Sciences Is Broken, Let’s Fix It","year":2015,"lang":"en","type":"article","venue":"Journal of Academic Ethics","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nipissing University","funders":"","keywords":"Process (computing); Psychology; Psychoanalysis; Computer science","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":["metaresearch"],"category_scores_codex":[0.3039167,0.002403991,0.004044457,0.01242431,0.0254328,0.04863438,0.006348245,0.03102294,0.01629262],"category_scores_gemma":[0.6490697,0.002601748,0.00264466,0.00807148,0.04618066,0.05611244,0.02528902,0.06889846,0.0202295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009995473,"about_ca_system_score_gemma":0.05958331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01011694,"about_ca_topic_score_gemma":0.01632157,"domain_scores_codex":[0.705519,0.165062,0.01942676,0.009864046,0.09189021,0.00823794],"domain_scores_gemma":[0.3048339,0.3242124,0.04169775,0.05747383,0.2099278,0.0618543],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003107351,0.0001950913,0.003017681,0.0009726289,0.0003749768,0.000326304,0.01028036,0.0002186847,0.001029109,0.04794191,0.8087156,0.1266169],"study_design_scores_gemma":[0.000325346,0.0002467612,0.003684513,0.002761722,0.0002387762,0.000556933,0.0138954,0.001345894,0.001185587,0.2137287,0.7612718,0.0007587207],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001543987,0.00529245,0.01495109,0.9447333,0.02686047,0.0001818678,0.00008582939,0.001176285,0.005174756],"genre_scores_gemma":[0.06966148,0.008273561,0.0720223,0.7807968,0.03903023,0.001170084,0.0002560829,0.003093114,0.02569646],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.6960833,"threshold_uncertainty_score":0.8583947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2082210426346617,"score_gpt":0.4105906332708144,"score_spread":0.2023695906361527,"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."}}