{"id":"W2597407018","doi":"10.5206/wurjhns.2016-17.8","title":"Western Faculty Profile: Dr. David Cechetto","year":2016,"lang":"en","type":"article","venue":"Western Undergraduate Research Journal Health and Natural Sciences","topic":"Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Outreach; Neurodegeneration; Library science; Sociology; Medicine; Political science; Pathology; Computer science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003471669,0.0002024638,0.0003592861,0.0004560162,0.001394002,0.0002766791,0.0002819948,0.00006602611,0.00003319987],"category_scores_gemma":[0.0002722407,0.00009680957,0.00009158211,0.0007239915,0.0009788063,0.0006111212,0.0001798732,0.0008815574,0.0001154408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006499632,"about_ca_system_score_gemma":0.002043022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003834049,"about_ca_topic_score_gemma":0.0004026315,"domain_scores_codex":[0.9946864,0.0004599516,0.0004020963,0.0004498122,0.002226667,0.00177507],"domain_scores_gemma":[0.9966187,0.000331041,0.0001318746,0.000185223,0.0003283753,0.002404781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009570289,0.0003144571,0.4424898,0.0002963316,0.00009605616,0.0002729783,0.0004719943,9.755379e-8,0.001464151,0.0004754977,0.009667232,0.5434944],"study_design_scores_gemma":[0.01748438,0.02443134,0.5882918,0.005690872,0.00005718453,0.01563969,0.002057704,0.00007813922,0.004612284,0.01339309,0.3271304,0.001133135],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5700167,0.01807443,0.00005263197,0.4103866,0.0002677261,0.0007838003,0.00003187273,0.00004242867,0.0003438475],"genre_scores_gemma":[0.9757829,0.0130516,0.0002279085,0.0006682383,0.0004443621,0.00002435759,0.000008168222,0.00001458643,0.009777902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5423613,"threshold_uncertainty_score":0.9999061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1557077538945737,"score_gpt":0.4964020582104127,"score_spread":0.340694304315839,"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."}}