{"id":"W2617924131","doi":"10.5206/wurjhns.2016-17.17","title":"Western Faculty Profile: Dr. David Litchfield","year":2016,"lang":"en","type":"article","venue":"Western Undergraduate Research Journal Health and Natural Sciences","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Library science; Medicine; Medical education; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009649102,0.0004780265,0.0005638183,0.0009424763,0.003170241,0.002587791,0.0008614399,0.002379644,0.4538405],"category_scores_gemma":[0.004820096,0.0003542779,0.0002475841,0.0006765128,0.000528454,0.001832331,0.00230047,0.00254115,0.2667002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00153775,"about_ca_system_score_gemma":0.004239415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008750962,"about_ca_topic_score_gemma":0.02657018,"domain_scores_codex":[0.9994239,0.00005377919,0.0000239046,0.00008894774,0.0002834084,0.0001260092],"domain_scores_gemma":[0.9927701,0.000198274,0.0001725782,0.0001150206,0.002302872,0.004441104],"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":[0.000005686641,0.000009498299,0.00009040942,0.000009309026,2.800708e-7,0.00002693486,0.00002853222,0.000003880672,0.00003845652,0.00009446774,0.9949678,0.004724692],"study_design_scores_gemma":[0.000007783733,0.00002692498,0.0007333973,0.00004547399,0.000001655073,0.0001772092,0.0005229934,0.00003534196,0.0001133453,0.0001780689,0.9981469,0.00001085272],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.004886776,0.006659957,0.001495836,0.4554008,0.07249198,0.0004272491,0.002049754,0.003250303,0.4533374],"genre_scores_gemma":[0.006431093,0.001766762,0.0002583431,0.0522907,0.006011271,0.00007970862,0.0003380986,0.0002529086,0.9325712],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4538405,"threshold_uncertainty_score":0.7790303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2897841407004024,"score_gpt":0.5398481291425101,"score_spread":0.2500639884421077,"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."}}