{"id":"W4407332391","doi":"10.1177/10525629251319556","title":"Avoiding Speedbumps at the Start of the Review Process","year":2025,"lang":"en","type":"article","venue":"Organizational Behavior Teaching Review","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Process (computing); Computer science; Process management; Psychology; Business; Programming language","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":[0.001771315,0.0001239448,0.0002108587,0.00002606438,0.0004471336,0.00003992322,0.001259701,0.00002927108,0.0001069976],"category_scores_gemma":[0.002324387,0.00007076921,0.00008163554,0.0008397376,0.00003039867,0.0002199079,0.000404784,0.000419604,0.00001142827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006305431,"about_ca_system_score_gemma":0.0001096578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005989414,"about_ca_topic_score_gemma":8.70271e-7,"domain_scores_codex":[0.9986867,0.000312057,0.0003422483,0.000211282,0.0003347167,0.0001130108],"domain_scores_gemma":[0.9985858,0.0003584137,0.0002209174,0.0006457964,0.0001681565,0.00002095371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003334194,0.0005821342,0.1296871,0.0523504,0.0001458575,0.00001481408,0.0008171038,0.0001528345,0.00199732,0.253476,0.2624711,0.298302],"study_design_scores_gemma":[0.0002205838,0.00004924186,0.03658121,0.1180709,0.001175708,0.0003103678,0.00001625277,0.0002254647,0.007556509,0.0020002,0.8329861,0.0008074035],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004741646,0.771353,0.1771925,0.04081509,0.0008032909,0.002835927,0.00001554682,0.0006921169,0.00155089],"genre_scores_gemma":[0.4550589,0.4735625,0.02787608,0.0356688,0.0001821969,0.000503173,0.00006850873,0.0001189943,0.006960832],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.570515,"threshold_uncertainty_score":0.3439035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01419619587470647,"score_gpt":0.3105887522208554,"score_spread":0.2963925563461489,"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."}}