{"id":"W4413161250","doi":"10.24908/ijesjp.v12i1.18490","title":"First Thrive, Then Lead","year":2025,"lang":"en","type":"article","venue":"International Journal of Engineering Social Justice and Peace","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Lead (geology); Failure to thrive; Geology; Medicine; Pediatrics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002514084,0.00004552784,0.00007687329,0.0001036307,0.0001825371,0.00007723652,0.0002105955,0.00004302333,0.00002750464],"category_scores_gemma":[0.0002338465,0.0000470646,0.00004883248,0.00008227096,0.00004089585,0.0001631494,0.00004457753,0.0001044044,0.000002342578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009228244,"about_ca_system_score_gemma":0.0001026461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009466502,"about_ca_topic_score_gemma":0.0000713784,"domain_scores_codex":[0.999483,0.00001199034,0.0001125727,0.0000459062,0.0002614583,0.00008507803],"domain_scores_gemma":[0.9995107,0.0001267752,0.00005845472,0.00001547476,0.0002576059,0.00003098143],"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":[0.0003453303,0.0001999326,0.02410897,0.0002552584,0.001428815,0.0002640334,0.1736704,0.002111494,0.0008682312,0.5330971,0.2279602,0.03569027],"study_design_scores_gemma":[0.0008438558,0.00001885744,0.03989904,0.0001775717,0.0002446602,0.000006142222,0.01676925,0.0002309431,0.00006487052,0.0007251233,0.9408333,0.0001864155],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7781517,0.004195948,0.02977757,0.05192809,0.01958426,0.0001958827,0.00002366709,0.0001171547,0.1160258],"genre_scores_gemma":[0.9956598,0.001013433,0.0006363699,0.0002279119,0.0009677324,3.237679e-7,7.706689e-7,0.000002631903,0.001491057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7128731,"threshold_uncertainty_score":0.1919239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01474419574861521,"score_gpt":0.2854632277255407,"score_spread":0.2707190319769255,"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."}}