{"id":"W4304163348","doi":"10.1002/icd.2375","title":"Publishing child development research from around the world: An unfair playing field resulting in most of the world's child population under‐represented in research","year":2022,"lang":"en","type":"article","venue":"Infant and Child Development","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":187,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Publishing; Constructive; Child development; Context (archaeology); Population; Psychology; Democracy; Economic growth; Public relations; Political science; Social science; Sociology; Developmental psychology; Law; Economics; History; Politics; Computer science; Process (computing)","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":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0126704,0.0002284139,0.000296167,0.001406673,0.006335535,0.0007097063,0.001271924,0.0001076832,0.0002483637],"category_scores_gemma":[0.001148998,0.0001808577,0.00004262329,0.005409229,0.0002494985,0.0006945208,0.001305292,0.002399061,0.000004392922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001063266,"about_ca_system_score_gemma":0.001635126,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02980397,"about_ca_topic_score_gemma":0.3174458,"domain_scores_codex":[0.992436,0.002148805,0.001085306,0.0007341017,0.002646129,0.0009496379],"domain_scores_gemma":[0.9974389,0.001372029,0.0002542145,0.0005140229,0.0002340472,0.000186755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001159156,0.0003392493,0.7855171,0.00002054416,0.00004979194,0.000005785327,0.1884937,0.0007363834,0.000007474336,0.009124175,0.001357692,0.01423227],"study_design_scores_gemma":[0.0006560879,0.00001436696,0.8957307,0.000578776,0.000002081174,0.000002450159,0.05451206,0.0000668428,0.0002556189,0.001439417,0.04648544,0.0002562144],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9170017,0.0004003142,0.000004933533,0.04063274,0.0004568622,0.001145849,0.000006411775,0.00003760284,0.04031354],"genre_scores_gemma":[0.9965953,0.00004899469,0.000833204,0.0009924598,0.0002242738,0.0002069106,0.0001086011,0.00002422544,0.0009660443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2876418,"threshold_uncertainty_score":0.9999024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09188355358956472,"score_gpt":0.3925734451742577,"score_spread":0.3006898915846929,"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."}}