{"id":"W1974355129","doi":"10.5206/wurjhns.2012-13.6","title":"Western Faculty Profile: Dr. Derek McLachlin","year":2012,"lang":"en","type":"article","venue":"Western Undergraduate Research Journal Health and Natural Sciences","topic":"ATP Synthase and ATPases Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Library science; Sociology; 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":[0.0009229045,0.0006372893,0.0007293056,0.0008590344,0.002194108,0.002577743,0.0009908463,0.002552471,0.4887525],"category_scores_gemma":[0.003832034,0.0003886521,0.0002512155,0.000605722,0.0003955037,0.001896247,0.002591419,0.002524034,0.3374849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001257587,"about_ca_system_score_gemma":0.003040963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003735592,"about_ca_topic_score_gemma":0.009289887,"domain_scores_codex":[0.9993805,0.00006333635,0.00002916206,0.0001389037,0.0002861396,0.0001019717],"domain_scores_gemma":[0.9952511,0.0001567292,0.0001408357,0.00009547057,0.00166471,0.0026912],"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":[0.00001074367,0.00001395986,0.00007766271,0.00001720833,4.290627e-7,0.00003891181,0.0000174281,0.000005761682,0.00007297399,0.0001060224,0.9929756,0.006663401],"study_design_scores_gemma":[0.000009557015,0.00002623468,0.0006052807,0.00003794449,0.000001607184,0.0001620586,0.0002034523,0.00004554833,0.0001399904,0.0001250235,0.9986334,0.00000985782],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00547432,0.01172388,0.002228705,0.4138298,0.1047929,0.0008045525,0.003398394,0.005156162,0.4525913],"genre_scores_gemma":[0.004529382,0.002065683,0.0003113284,0.03455756,0.005434647,0.0001227377,0.0004381865,0.0003220577,0.9522184],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4887525,"threshold_uncertainty_score":0.7292325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1147221253304563,"score_gpt":0.470707937881188,"score_spread":0.3559858125507318,"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."}}