{"id":"W4213263804","doi":"10.7244/cmj.2021.04.001","title":"VIRTUAL ACADEMIC SURGERY CONFERENCE 2021 CONFERENCE PROCEEDINGS","year":2021,"lang":"en","type":"paratext","venue":"","topic":"Dental Research and COVID-19","field":"Dentistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Urology Foundation; University of Edinburgh; Rosetrees Trust; Astellas Pharma; Pancreatic Cancer UK; National Institute for Health and Care Research; Boston Scientific Corporation; Medical Research Council; Sanofi","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001318511,0.001144898,0.0005311101,0.002066551,0.002000747,0.007468172,0.001237027,0.002078505,0.7929073],"category_scores_gemma":[0.003522198,0.0003518796,0.0006657623,0.001295114,0.0004333986,0.001881525,0.002782569,0.001973065,0.5654348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001433088,"about_ca_system_score_gemma":0.002823822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002758264,"about_ca_topic_score_gemma":0.01080238,"domain_scores_codex":[0.9988368,0.000180458,0.00004034372,0.00008543063,0.0007091798,0.000147743],"domain_scores_gemma":[0.9960384,0.0004234455,0.0000972491,0.000166318,0.001486863,0.001787712],"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":[0.00003742909,0.00002476445,0.00003838056,0.00005337621,0.000001689039,0.00003160063,0.000009206565,0.00005499964,0.00007050815,0.0007111125,0.9733486,0.02561831],"study_design_scores_gemma":[0.00001932884,0.00002189936,0.0002804655,0.00005566751,0.000001760253,0.0000446476,0.00003835226,0.0001206011,0.0001139245,0.0006373195,0.9986584,0.000007571356],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009724186,0.001570551,0.0009134874,0.004567805,0.0190156,0.000141889,0.003907356,0.001415212,0.9674957],"genre_scores_gemma":[0.003065055,0.0008638316,0.0004454107,0.0004192094,0.002375309,0.00007012832,0.002597077,0.0004976161,0.9896662],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2070927,"threshold_uncertainty_score":0.2953926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08642715167665917,"score_gpt":0.3662830660566597,"score_spread":0.2798559143800005,"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."}}