{"id":"W2157146122","doi":"10.1080/15412550701246427","title":"Evaluation of Small Sample cDNA Amplification for Microdissected Airway Expression Profiling in COPD","year":2007,"lang":"en","type":"article","venue":"COPD Journal of Chronic Obstructive Pulmonary Disease","topic":"Molecular Biology Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Profiling (computer programming); Complementary DNA; Gene expression profiling; Computational biology; Airway; Biology; Molecular biology; Genetics; Gene expression; Computer science; Medicine; Gene; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.001024959,0.0001313528,0.0001707027,0.0001133507,0.00005521009,0.000006137728,0.0002072115,0.0001290994,0.00001345798],"category_scores_gemma":[0.0004814412,0.0001240406,0.0001378712,0.0001226545,0.00009490325,0.000009219045,0.0000428104,0.0001068308,2.936721e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001482005,"about_ca_system_score_gemma":0.0005590364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005073355,"about_ca_topic_score_gemma":0.00001514844,"domain_scores_codex":[0.9987119,0.0001213291,0.0005201918,0.0002436679,0.0002125406,0.0001903453],"domain_scores_gemma":[0.9981228,0.00005730602,0.0004949343,0.0002628775,0.000950189,0.0001118787],"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":[0.0005201783,0.0002268042,0.004957748,0.00006527886,0.00002492227,0.0000023107,0.00001421185,0.0004780716,0.9740674,0.0001450883,0.00005677664,0.01944122],"study_design_scores_gemma":[0.001100916,0.000232312,0.09053471,0.0001024731,0.0001420495,0.00001960321,0.00008829587,0.001124616,0.9022695,0.003123958,0.001086635,0.0001748998],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8385372,0.004304233,0.1561687,0.00004728269,0.00007561897,0.0007037538,0.00008833141,0.000004201798,0.00007077428],"genre_scores_gemma":[0.9882294,0.0000949067,0.011056,0.00001841974,0.0001709384,0.00007029811,0.000330506,0.00001776382,0.00001179247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1496922,"threshold_uncertainty_score":0.5058231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02042505977477615,"score_gpt":0.305745252205301,"score_spread":0.2853201924305249,"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."}}