{"id":"W3135392625","doi":"10.26685/urncst.251","title":"Scinapse 2020-2021 Undergraduate Science Case Competition: Antimicrobial Resistance: A Global Health Crisis","year":2021,"lang":"en","type":"article","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"University of Ottawa","keywords":"Competition (biology); Resistance (ecology); Test (biology); Health science; Undergraduate research; Key (lock); Medical education; Psychology; Public relations; Political science; Engineering ethics; Medicine; Engineering; Biology; Ecology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.008753085,0.0005114772,0.000441315,0.001135564,0.00493639,0.005463893,0.001830582,0.004804091,0.04992178],"category_scores_gemma":[0.01531658,0.0002884502,0.0006501668,0.0009991789,0.002238966,0.001972334,0.009212878,0.003635323,0.006423527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005952178,"about_ca_system_score_gemma":0.01358586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00341768,"about_ca_topic_score_gemma":0.01401587,"domain_scores_codex":[0.9955284,0.001414334,0.0001754083,0.0002446857,0.001407824,0.001229343],"domain_scores_gemma":[0.9766972,0.003626965,0.0009720828,0.0004025047,0.003174714,0.01512653],"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":[0.0001963159,0.0004653285,0.004219822,0.0004251299,0.00001123212,0.005318583,0.005534443,0.0004481563,0.001818637,0.01366499,0.9210562,0.04684115],"study_design_scores_gemma":[0.00005778456,0.0003603897,0.005394089,0.0002986779,0.000005884645,0.003954008,0.01610811,0.0007645781,0.001049068,0.005956383,0.9660119,0.00003908359],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.2377245,0.005006055,0.007558733,0.452022,0.05775715,0.002933125,0.002260819,0.0006421462,0.2340955],"genre_scores_gemma":[0.5647303,0.004471318,0.01265671,0.07330251,0.01575469,0.002027925,0.002341153,0.0003788833,0.3243366],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04992178,"threshold_uncertainty_score":0.167005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02771494998371032,"score_gpt":0.3955007473864412,"score_spread":0.3677857974027309,"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."}}