{"id":"W7036920960","doi":"","title":"Cytokine ELISPOT assay development report","year":2009,"lang":"en","type":"report","venue":"NPARC","topic":"Advanced Data Storage Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001597494,0.0005130044,0.0006811076,0.000411319,0.000160964,0.0001560925,0.003002447,0.0005556073,0.00006087161],"category_scores_gemma":[0.001635197,0.0004765569,0.0001186862,0.0006013538,0.00008953267,0.0004953457,0.001565389,0.0008553527,0.0001821038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009788716,"about_ca_system_score_gemma":0.002577078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008155396,"about_ca_topic_score_gemma":0.00001274302,"domain_scores_codex":[0.9952361,0.00003928585,0.000912872,0.001310817,0.00186521,0.0006357013],"domain_scores_gemma":[0.9951931,0.00008695499,0.000800035,0.003264263,0.0005370151,0.0001186014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001719186,0.00005870838,0.00002697574,0.00004434731,0.00003591408,0.00571236,0.00003634673,0.000007438251,0.0007415339,0.003056622,0.2295496,0.7607284],"study_design_scores_gemma":[0.00008560437,0.00003478351,0.000311609,0.0001266035,0.00001076854,0.002074289,0.000003573684,0.00007449283,0.006210293,0.01344003,0.9770443,0.0005836264],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00003811635,0.0003331462,0.7189851,0.0008621573,0.001275281,0.0002900502,0.0000189469,0.002184897,0.2760122],"genre_scores_gemma":[0.004081478,0.0005492808,0.9707425,0.0001833844,0.0003215628,0.00008808078,0.0003197636,0.00005168058,0.02366227],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7601448,"threshold_uncertainty_score":0.9997686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03590774063239294,"score_gpt":0.2977026755713901,"score_spread":0.2617949349389972,"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."}}