{"id":"W2086062734","doi":"10.1111/1467-9450.00322","title":"Accuracy in scientific discourse","year":2003,"lang":"en","type":"letter","venue":"Scandinavian Journal of Psychology","topic":"Racial and Ethnic Identity Research","field":"Social Sciences","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Acculturation; Psychology; Social psychology; Psychoanalysis; Sociology; Anthropology; Ethnic group","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":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004357331,0.0001921136,0.0005398167,0.001187196,0.0004476814,0.000327412,0.001272709,0.0008303311,0.001920599],"category_scores_gemma":[0.0009554467,0.0001739629,0.0002840988,0.001031285,0.001915296,0.0004195753,0.000037841,0.003486532,0.0002227538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002743532,"about_ca_system_score_gemma":0.0009187792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005188868,"about_ca_topic_score_gemma":0.001619075,"domain_scores_codex":[0.9954022,0.001469783,0.0007263509,0.0003528183,0.001126826,0.0009220858],"domain_scores_gemma":[0.9982031,0.0002480001,0.0006662703,0.0003436795,0.0003478903,0.0001910767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002599195,0.00005915271,0.003146532,0.00001711648,0.00002514768,0.001771512,0.002654956,3.36488e-7,0.00001706731,0.0001702471,0.9827418,0.009370129],"study_design_scores_gemma":[0.0004950964,0.0001061472,0.001454285,0.0001645915,0.00002097808,0.0001226559,0.001016323,9.766696e-8,0.000002434268,0.01098127,0.9854519,0.0001841604],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01518889,0.001963421,0.00003844051,0.9295497,0.0114056,0.000240452,0.00001224827,0.000008041684,0.04159324],"genre_scores_gemma":[0.0985789,0.006727446,0.0005201261,0.6822047,0.03526959,0.00003164235,0.0000618425,0.0001843115,0.1764215],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.247345,"threshold_uncertainty_score":0.9989918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08260753200571998,"score_gpt":0.4760361075094326,"score_spread":0.3934285755037126,"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."}}