{"id":"W4224439073","doi":"10.1007/s12124-022-09692-6","title":"Commentary on “The Making of an Ethnoburb” (Liu et al., 2022) and “Boundless China, Backward Asians” (Liu, 2022)","year":2022,"lang":"en","type":"letter","venue":"Integrative Psychological and Behavioral Science","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Sociology; Reflexivity; Agency (philosophy); Theme (computing); Action (physics); Narrative; Epistemology; Space (punctuation); Essentialism; Social science; Gender studies; Philosophy","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","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.009515461,0.0004076763,0.0005473132,0.0002494973,0.001900428,0.0004007777,0.001741567,0.0003238324,0.001988344],"category_scores_gemma":[0.0006979025,0.0002440525,0.0001267599,0.001271309,0.01089037,0.0004871906,0.000565796,0.003898703,0.000006720659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002633225,"about_ca_system_score_gemma":0.0001838048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001695747,"about_ca_topic_score_gemma":0.0005925054,"domain_scores_codex":[0.9899592,0.005139486,0.0004330586,0.001250019,0.002262852,0.0009554242],"domain_scores_gemma":[0.9980798,0.0007102311,0.0002935371,0.0005092643,0.00017889,0.0002282962],"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":[0.0002163836,0.001085862,0.002830577,0.0000139892,0.00002099618,0.0003501802,0.020534,6.298439e-7,0.004338819,0.004841784,0.895879,0.06988772],"study_design_scores_gemma":[0.0003443736,0.004619109,0.01619029,0.0001809407,0.00004930314,0.00001376978,0.01419585,0.00004723281,0.0003266317,0.005272388,0.9580441,0.0007159975],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.4399087,0.0001489665,0.00006165473,0.5553582,0.0004844896,0.0006098837,0.0001503078,0.00003628737,0.003241475],"genre_scores_gemma":[0.2920218,0.0002008559,0.0009211536,0.7055535,0.0002772672,0.0002827874,0.0000287966,0.00002498919,0.0006888164],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1501953,"threshold_uncertainty_score":0.9993989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5483625910825567,"score_gpt":0.6475645614576064,"score_spread":0.09920197037504974,"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."}}