{"id":"W116761798","doi":"10.2144/04362bm04","title":"Prediction and quality assessment of transposon insertion display data","year":2004,"lang":"en","type":"article","venue":"BioTechniques","topic":"Chromosomal and Genetic Variations","field":"Agricultural and Biological Sciences","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Transposable element; Biology; Genetics; Transposition (logic); Genome; Population; Restriction fragment length polymorphism; Computational biology; Polymerase chain reaction; Gene; Computer science; Artificial intelligence","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":[0.0001688118,0.0000464004,0.00006915894,0.00000485647,0.00005662529,0.00001065005,0.0001011443,0.0000686387,0.0000183211],"category_scores_gemma":[0.000009396167,0.00001834527,0.00001562491,0.0000831584,0.00003001148,0.00008417568,0.00003667973,0.00003938153,2.622948e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001117706,"about_ca_system_score_gemma":0.000006720087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007393877,"about_ca_topic_score_gemma":0.0006119895,"domain_scores_codex":[0.9995388,0.00002722796,0.0001401766,0.0001491409,0.00008937036,0.00005527033],"domain_scores_gemma":[0.9998239,0.00002047855,0.00004579513,0.00006635744,0.00001907153,0.00002440333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000004495847,0.00007162627,0.01137436,0.000006151077,0.00000357918,9.636238e-8,0.00002157949,0.000001127941,0.9662613,0.003514873,0.000006182263,0.01873466],"study_design_scores_gemma":[0.00006526388,0.0001860212,0.9219032,0.0000220473,0.000007723913,0.000001124073,0.00001684687,0.00005730449,0.07429388,0.001853215,0.001544906,0.00004849521],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966817,0.00004966983,0.001364497,0.001143434,0.00002100687,0.0001311134,0.0003868343,0.00007076723,0.0001509626],"genre_scores_gemma":[0.9958493,0.0001750434,0.003627323,0.00002447089,0.00004236622,0.000005525472,0.0002707535,2.635147e-7,0.000004924794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9105288,"threshold_uncertainty_score":0.1117738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09899177734377507,"score_gpt":0.3172783571196257,"score_spread":0.2182865797758506,"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."}}