{"id":"W4408468889","doi":"10.58837/chula.res.2007.85","title":"แผนงานวจย : โครงการจดตงศนยขอมลและบรการทางวทยาศาสตรและหองปฏบตการเพอสงเสรมและพฒนาอาหารฮาลาลพรอมโครงขาย : ศนยวทยาศาสตรฮาลาล – ปท 3","year":2007,"lang":"th","type":"report","venue":"","topic":"Advanced Biosensing Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.002368139,0.002536932,0.001979415,0.0006844298,0.0009154044,0.0002883232,0.002015263,0.004402553,0.0007643572],"category_scores_gemma":[0.0006191278,0.002540937,0.001648301,0.001180404,0.001079596,0.00002460253,0.001780805,0.002007372,0.0007109211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006298117,"about_ca_system_score_gemma":0.002427691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003752292,"about_ca_topic_score_gemma":0.0003619515,"domain_scores_codex":[0.9883786,0.000230199,0.002801447,0.003938674,0.001914612,0.002736422],"domain_scores_gemma":[0.989979,0.0001490185,0.00178462,0.004849288,0.002081707,0.001156335],"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":[0.0007410308,0.002050185,0.001629528,0.001054642,0.001985009,0.0004431278,0.000107143,0.00008901728,0.2820834,0.008018534,0.5168616,0.1849368],"study_design_scores_gemma":[0.0007826224,0.000818139,0.0002300124,0.0003416495,0.0004138481,0.0007547425,0.0001567358,0.00006631922,0.1254487,0.001082555,0.8671385,0.00276619],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01457144,0.01735772,0.2631379,0.002208191,0.005396666,0.006618105,0.001514468,0.001708613,0.6874869],"genre_scores_gemma":[0.42375,0.05649394,0.1338357,0.004520624,0.01401534,0.0005513974,0.01214844,0.001714829,0.3529697],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4091785,"threshold_uncertainty_score":0.9987366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02905211099277312,"score_gpt":0.3538535665237484,"score_spread":0.3248014555309753,"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."}}