{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004638704,0.0001998647,0.0002219718,0.0002162191,0.001702167,0.0003012504,0.0004651622,0.0001147518,0.00001145225],"category_scores_gemma":[0.0002663097,0.0001358454,0.00008007642,0.0004603988,0.0007412709,0.00009595933,0.0003398512,0.0008807146,0.00005481968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007604371,"about_ca_system_score_gemma":0.0007599166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001166412,"about_ca_topic_score_gemma":0.000133606,"domain_scores_codex":[0.9952917,0.0007797709,0.0003552958,0.0003660072,0.001219354,0.001987918],"domain_scores_gemma":[0.997746,0.0001104763,0.0001293828,0.000171845,0.0002152524,0.00162703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004112408,0.0004213711,0.7936984,0.0002949089,0.0000991148,0.00002663514,0.000675427,0.000003454506,0.03115324,0.0004646116,0.01654519,0.1562064],"study_design_scores_gemma":[0.005116087,0.01024005,0.2501818,0.0009016057,0.00003521921,0.003757051,0.008069147,0.0004455887,0.05937137,0.002586361,0.6568927,0.002403024],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9457045,0.0326147,0.0001286182,0.02069184,0.0002884135,0.0003015823,0.00001516906,0.00001155374,0.0002436543],"genre_scores_gemma":[0.987717,0.007332568,0.0002883256,0.0005836045,0.001095504,0.00001230922,0.00003760914,0.00001655225,0.002916517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6403475,"threshold_uncertainty_score":0.9995975,"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."}}