{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00138604,0.0007698338,0.0004247617,0.0009423372,0.001666278,0.005532719,0.001008701,0.002373677,0.3767972],"category_scores_gemma":[0.0027774,0.0003961255,0.0006172133,0.000714109,0.00118576,0.002347555,0.001914927,0.002246602,0.3202816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00223669,"about_ca_system_score_gemma":0.003176439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003501946,"about_ca_topic_score_gemma":0.003393395,"domain_scores_codex":[0.9987369,0.0001553488,0.0001038357,0.0001943351,0.0006197203,0.0001898911],"domain_scores_gemma":[0.9978397,0.000106586,0.00009307106,0.0001432696,0.001348934,0.0004685519],"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":[0.0001453298,0.00009548791,0.0007072457,0.0002690823,0.00001335868,0.00022613,0.0001920784,0.0001442835,0.002675675,0.01301782,0.790247,0.1922665],"study_design_scores_gemma":[0.000005379545,0.00002213712,0.000401099,0.00004983189,0.000002826569,0.0001380537,0.00008511993,0.00003497879,0.0004528381,0.0007497426,0.99805,0.000008104346],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003881827,0.007098494,0.003377688,0.03110781,0.05777143,0.0004063253,0.001227301,0.001145336,0.8939837],"genre_scores_gemma":[0.01122623,0.003363825,0.002073668,0.005853085,0.004330119,0.0001154724,0.0009181118,0.0002525951,0.9718669],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3767972,"threshold_uncertainty_score":0.8889232,"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."}}