{"id":"W2792958062","doi":"10.5206/wurjhns.2017-18.24","title":"Western Faculty Profile: Dr. David Hess","year":2017,"lang":"en","type":"article","venue":"Western Undergraduate Research Journal Health and Natural Sciences","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Editorial board; Pleasure; Stem cell biology; Library science; Associate editor; Physiology; Medicine; Neuroscience; Psychology; Biology; Cell biology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.005738761,0.0001419115,0.000296998,0.0002471071,0.004805342,0.000749974,0.0004147844,0.0001362225,0.000007122165],"category_scores_gemma":[0.0002819645,0.00008071347,0.0000633629,0.0002584391,0.003522348,0.0006130516,0.000215442,0.001706429,0.00002092076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001336019,"about_ca_system_score_gemma":0.001272221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003049761,"about_ca_topic_score_gemma":0.0002509818,"domain_scores_codex":[0.9960327,0.0002928962,0.0003683593,0.0003203281,0.001981991,0.001003774],"domain_scores_gemma":[0.9974885,0.0001093405,0.0002780195,0.0002202404,0.0003264395,0.001577477],"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":[0.0004591883,0.0003056579,0.2987147,0.001089867,0.00007522098,0.0001440545,0.001593002,6.070831e-7,0.001524081,0.004153946,0.003544179,0.6883955],"study_design_scores_gemma":[0.003022504,0.002699068,0.9161814,0.002376644,0.00002029405,0.002947806,0.0009442104,0.001163683,0.0004174624,0.01807812,0.05176045,0.0003883736],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4339852,0.006951278,0.00003898501,0.5578258,0.0005465692,0.0003338377,0.000004392718,0.00001741871,0.0002965339],"genre_scores_gemma":[0.989619,0.004991408,0.0002096376,0.0009374007,0.0006188227,0.000003896261,0.000008484132,0.000008611859,0.003602719],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6880071,"threshold_uncertainty_score":0.9991895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2122667414441618,"score_gpt":0.5251736367499987,"score_spread":0.3129068953058369,"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."}}