{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003723865,0.0001195677,0.00008887157,0.00003676035,0.0001521617,0.0000576563,0.000205166,0.00008405303,0.000623986],"category_scores_gemma":[0.000036785,0.0001143102,0.00006647608,0.00008925644,0.0001340792,0.000007693828,0.00007608473,0.00002987305,0.00004422894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002208649,"about_ca_system_score_gemma":0.00006557524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001153535,"about_ca_topic_score_gemma":0.000006758703,"domain_scores_codex":[0.9987559,0.000035014,0.0001888962,0.000384341,0.0002791005,0.0003567215],"domain_scores_gemma":[0.9990849,0.000004776905,0.00004735588,0.0003660972,0.0004208201,0.00007608034],"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":[0.00007760122,0.00004982771,0.0007272657,0.00001473412,0.00002099176,2.05024e-7,0.0001323431,3.259455e-7,0.7780564,0.000185819,0.2198064,0.0009280078],"study_design_scores_gemma":[0.0005975454,0.0002199838,0.00004188254,0.000006104334,0.000005240486,0.00000236274,0.0006318534,0.0002388633,0.5165782,0.00001156259,0.4815651,0.0001012868],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775088,0.003493711,0.01164627,0.0003077637,0.002096246,0.001893227,0.0001311728,0.00002797327,0.002894785],"genre_scores_gemma":[0.9944227,0.0001331431,0.0003312712,0.00004210648,0.001768911,0.0006492291,0.001256448,0.0000208696,0.001375288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2617587,"threshold_uncertainty_score":0.6832209,"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."}}