{"id":"W4404257810","doi":"10.29173/cjen478","title":"From last in class to best in class","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Nursing","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Class (philosophy); Mathematics; Computer science; Artificial intelligence","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":[0.004890817,0.0006225841,0.00106333,0.002714069,0.02438946,0.019105,0.003140854,0.003223079,0.08086608],"category_scores_gemma":[0.01519868,0.0006497955,0.0008701618,0.0009337357,0.00291105,0.008515888,0.01501677,0.01263666,0.03125973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009026436,"about_ca_system_score_gemma":0.01759638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03835623,"about_ca_topic_score_gemma":0.1508517,"domain_scores_codex":[0.9922495,0.0007064458,0.0001737684,0.0006952201,0.002829106,0.003345898],"domain_scores_gemma":[0.9645969,0.0004304382,0.0005805388,0.0004323971,0.005728587,0.02823109],"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":[0.0001502434,0.0008325635,0.01365494,0.0001083311,0.00001761592,0.000164792,0.008988239,0.00004619029,0.0003889433,0.006686372,0.7749079,0.1940539],"study_design_scores_gemma":[0.00004753684,0.0003923496,0.06564152,0.0008804643,0.00003249661,0.000402983,0.06295485,0.0001415908,0.0006521327,0.008674524,0.8600312,0.0001482916],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0890229,0.005418485,0.002147869,0.353996,0.05196361,0.0003192685,0.001471748,0.001521149,0.494139],"genre_scores_gemma":[0.3853691,0.002960184,0.003075276,0.03861438,0.00544068,0.0004040928,0.001044849,0.001052741,0.5620388],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08086608,"threshold_uncertainty_score":0.270524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2143101208857146,"score_gpt":0.5274302410135234,"score_spread":0.3131201201278088,"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."}}