{"id":"W7016682372","doi":"","title":"อตลกษณของคนไทยเชอสายจนทามกลางความหลากหลายทางวฒนธรรม","year":2011,"lang":"th","type":"dissertation","venue":"PSU Knowledge Bank (Prince of Songkla University)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Employment and Social Development Canada","funders":"","keywords":"Chinese people; Identity (music); Context (archaeology); Chinese culture; Negotiation; Rite; Diversity (politics); China","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0004052573,0.0009932821,0.0011882,0.001160296,0.0002826182,0.00004430841,0.002061296,0.001460276,0.000591689],"category_scores_gemma":[0.0001499648,0.001244461,0.001109195,0.001135358,0.0005063534,0.00004466286,0.0007606402,0.0006547292,0.0002710871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001806239,"about_ca_system_score_gemma":0.000844019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003640942,"about_ca_topic_score_gemma":0.002140726,"domain_scores_codex":[0.9961123,0.0003222586,0.0008020808,0.001609104,0.0003545177,0.0007996993],"domain_scores_gemma":[0.9952745,0.00005619615,0.001106713,0.001807165,0.001409593,0.0003458527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00357872,0.005525556,0.01171181,0.004106286,0.005711079,0.0004424096,0.005584413,0.00001323119,0.8455414,0.009779283,0.02175135,0.0862545],"study_design_scores_gemma":[0.001169454,0.000652515,0.00189523,0.0005224567,0.001505042,0.00001083409,0.002120809,0.00005571358,0.6040015,0.0001148083,0.3864633,0.001488394],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3781931,0.006290472,0.001875084,0.00001489172,0.0004048111,0.0008887843,0.00008308045,0.000140653,0.6121092],"genre_scores_gemma":[0.7484261,0.009891422,0.001763376,0.00002418995,0.0003420562,0.000005918058,0.001757884,0.0001758813,0.2376132],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.374496,"threshold_uncertainty_score":0.999836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00895329516658875,"score_gpt":0.2348278986981545,"score_spread":0.2258746035315657,"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."}}