{"id":"W2270803733","doi":"","title":"Screening Afua To Find Exclusivity In Invasive Disease-Causing Haemophilus Influenzae Strains","year":2013,"lang":"en","type":"article","venue":"Journal of undergraduate research in Alberta","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Biology; Microbiology; Haemophilus influenzae; Serotype; Virulence; Virology; Gene; Pathogen; Primer (cosmetics); genomic DNA; Genetics; Antibiotics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0004465786,0.0006929969,0.0005115253,0.001714283,0.000343168,0.0004100364,0.000374393,0.0005477074,0.002286007],"category_scores_gemma":[0.001012595,0.0002035455,0.0005858497,0.001075158,0.0003185351,0.0002578997,0.0003719394,0.0003670554,0.001057106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000141692,"about_ca_system_score_gemma":0.0002096083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000924515,"about_ca_topic_score_gemma":0.001592686,"domain_scores_codex":[0.9991788,0.0001186068,0.00009035318,0.0002701577,0.0002180432,0.0001238646],"domain_scores_gemma":[0.9990614,0.0002894728,0.0002662604,0.00005500287,0.0002322338,0.00009556994],"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":[0.0003064513,0.0001385759,0.04407782,0.0003641057,0.00003578072,0.0003329876,0.0003074812,0.00005487012,0.9426777,0.00006300931,0.0002816877,0.01135963],"study_design_scores_gemma":[0.00003072839,0.0017202,0.2928391,0.0001204634,0.0002845282,0.004223023,0.001369546,0.001528343,0.6836846,0.0001972128,0.01394964,0.00005257361],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9770018,0.001949005,0.01149265,0.0002037519,0.0001094451,0.0003188883,0.004741005,0.0003819089,0.003801514],"genre_scores_gemma":[0.9404207,0.001371356,0.04359863,0.0003839912,0.00007840351,0.0004078873,0.009373941,0.00009307797,0.004272135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002286007,"threshold_uncertainty_score":0.007647514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04873574769736726,"score_gpt":0.3558060305806437,"score_spread":0.3070702828832764,"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."}}