{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001219944,0.0003899829,0.0003182762,0.0004837335,0.000324182,0.0004041874,0.0002900632,0.0004054084,0.001396035],"category_scores_gemma":[0.001334902,0.0002186044,0.0003142764,0.0003323187,0.0003397206,0.0002050501,0.0001984313,0.0003978067,0.0006166271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000277996,"about_ca_system_score_gemma":0.0004340109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003396173,"about_ca_topic_score_gemma":0.001563754,"domain_scores_codex":[0.9993268,0.0002004872,0.00005615056,0.0001272694,0.0002382936,0.00005111026],"domain_scores_gemma":[0.9991583,0.0004735276,0.00007144271,0.00008652684,0.0001695866,0.00004064209],"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":[0.00003878661,0.00002644601,0.0002532026,0.00003987406,0.000002946024,0.00001518827,0.00001672587,0.00008507269,0.997535,0.00003980745,0.00002044312,0.001926452],"study_design_scores_gemma":[0.00001672585,0.0005970873,0.008787718,0.0000128115,0.00003648878,0.0002218523,0.00004114195,0.002992452,0.9852893,0.00008869111,0.001906913,0.000008837512],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8910589,0.003109715,0.1002888,0.0002847529,0.0001369515,0.0008386427,0.001406568,0.0002971445,0.002578565],"genre_scores_gemma":[0.7865985,0.003227676,0.1981433,0.0002664753,0.00005796523,0.001379539,0.004494189,0.0001524243,0.005679946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001396035,"threshold_uncertainty_score":0.006451726,"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."}}