{"id":"W2884637627","doi":"10.1007/978-3-319-78259-1_4","title":"Specific Systems for Evaluation","year":2018,"lang":"en","type":"article","venue":"Experientia supplementum","topic":"bioluminescence and chemiluminescence research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Bioluminescence; Bioluminescence imaging; Computational biology; Gene; Biology; Reporter gene; Flow cytometry; Gene expression; Luciferase; Molecular biology; Genetics; Biochemistry; Transfection","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":[0.003352542,0.006725075,0.002372834,0.005580862,0.002451585,0.002731015,0.003816424,0.002550031,0.07700865],"category_scores_gemma":[0.003394839,0.002671947,0.003054053,0.003426934,0.001344579,0.002773152,0.002358038,0.004556157,0.08656085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001670123,"about_ca_system_score_gemma":0.003066297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001389416,"about_ca_topic_score_gemma":0.003133258,"domain_scores_codex":[0.9954365,0.0007347622,0.0003915381,0.001466624,0.001348369,0.0006220979],"domain_scores_gemma":[0.9971703,0.0005174493,0.0001976384,0.0009746124,0.0008480239,0.000291933],"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":[0.0004670071,0.0002168819,0.0003806762,0.001870913,0.0001102133,0.0002504183,0.0002172234,0.0002641007,0.8970044,0.01077104,0.02267686,0.06577026],"study_design_scores_gemma":[0.00007071524,0.000274161,0.001154478,0.0002495387,0.0001906707,0.0009256268,0.00005765409,0.0010642,0.770121,0.00197625,0.2238452,0.00007043745],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01840001,0.008002793,0.8810827,0.001003261,0.00158285,0.003841573,0.01387239,0.01994954,0.05226491],"genre_scores_gemma":[0.05257575,0.01708283,0.5744057,0.001604349,0.0006555846,0.01242541,0.09111493,0.007562688,0.2425728],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07700865,"threshold_uncertainty_score":0.2576196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02695334716690463,"score_gpt":0.3400087810889728,"score_spread":0.3130554339220682,"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."}}