{"id":"W2134442973","doi":"10.5206/wurjhns.2012-13.10","title":"Western Faculty Profile: Dr. Miguel Valvano","year":2012,"lang":"en","type":"article","venue":"Western Undergraduate Research Journal Health and Natural Sciences","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Microbiology; Burkholderia; Virulence; Pathogenicity; Pathogen; Biology; Immunology; Medicine; Bacteria","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006691103,0.0004466448,0.0005328691,0.0006233568,0.001923711,0.001962694,0.0007533309,0.002114055,0.2878377],"category_scores_gemma":[0.002796615,0.0002420525,0.0002308815,0.0004473647,0.0003726848,0.001342357,0.00191903,0.00243656,0.1361008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001110353,"about_ca_system_score_gemma":0.002425621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003126004,"about_ca_topic_score_gemma":0.008192345,"domain_scores_codex":[0.9995926,0.00005070859,0.00001612238,0.00008050117,0.0001707218,0.00008936248],"domain_scores_gemma":[0.9968866,0.00009291418,0.00008701476,0.00004715474,0.0009110824,0.001975267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009912668,0.00001762988,0.0001739212,0.00002099437,6.220798e-7,0.00006490705,0.0000386889,0.000007481854,0.00008124486,0.0001874403,0.9911569,0.008240277],"study_design_scores_gemma":[0.000005098898,0.00002190119,0.0007164653,0.00004108033,0.000001508065,0.0002023968,0.0003270844,0.00003301936,0.0001019376,0.0001295542,0.9984137,0.000006276802],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.006552752,0.01478512,0.001183955,0.5041595,0.1725775,0.0003805934,0.001551021,0.001590087,0.2972194],"genre_scores_gemma":[0.008558175,0.003656484,0.00025625,0.05525046,0.01102871,0.0000795775,0.0002709287,0.0002036743,0.9206957],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2878377,"threshold_uncertainty_score":0.9629132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1270134795595228,"score_gpt":0.4869057583555604,"score_spread":0.3598922787960376,"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."}}