{"id":"W2950347869","doi":"10.17863/cam.32314","title":"The 3rd Joint Symposium of the International and National Neurotrauma Societies and AANS/CNS Section on Neurotrauma and Critical Care August 11–16, 2018 Toronto, Canada","year":2018,"lang":"en","type":"article","venue":"Apollo (University of Cambridge)","topic":"Text and Document Classification Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cluster analysis; Class (philosophy); Trajectory; Artificial intelligence; Computer science; Latent class model; Biomarker; Machine learning; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002123577,0.001526394,0.0009910861,0.001505648,0.002030014,0.003259186,0.001463179,0.002544513,0.1509228],"category_scores_gemma":[0.003280333,0.0004899951,0.0006567793,0.0008166532,0.001322576,0.0009057304,0.0023895,0.002855518,0.04924661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007999838,"about_ca_system_score_gemma":0.02458834,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2448188,"about_ca_topic_score_gemma":0.4809043,"domain_scores_codex":[0.9987568,0.0001536565,0.0001095591,0.0001731121,0.000505408,0.0003014615],"domain_scores_gemma":[0.9945723,0.0002275083,0.0001356575,0.0001302758,0.003092,0.001842217],"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":[0.0001284696,0.00003869272,0.001419296,0.000323729,0.00002319186,0.0002489729,0.0001189444,0.0001589016,0.0004785725,0.0008715175,0.894563,0.1016267],"study_design_scores_gemma":[0.00001487723,0.00003518298,0.003360484,0.0007556075,0.00001659965,0.0003998935,0.0001913552,0.0001239709,0.0001892846,0.000437411,0.9944569,0.00001848636],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008235445,0.2055456,0.008823235,0.1328069,0.2845036,0.0007573539,0.007899486,0.0014382,0.3499903],"genre_scores_gemma":[0.03238431,0.1525639,0.00661198,0.007933688,0.03459444,0.0003471734,0.005382607,0.0006990873,0.7594828],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7551812,"threshold_uncertainty_score":0.5048871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02011354586729442,"score_gpt":0.2245828583854693,"score_spread":0.2044693125181749,"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."}}