{"id":"W2884919645","doi":"10.1055/s-0038-1644952","title":"Current research innovations at the NHP Research Alliance","year":2018,"lang":"en","type":"article","venue":"Planta Medica International Open","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Data science; Computer science; Biobank; Biotechnology; Biology; Bioinformatics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.02715728,0.00008954587,0.0001288563,0.0003308437,0.005650277,0.0001426692,0.003544051,0.000102442,0.01747876],"category_scores_gemma":[0.008576278,0.00005744847,0.00001911741,0.001634128,0.001238436,0.0003991712,0.00248914,0.00213137,0.01610077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009848977,"about_ca_system_score_gemma":0.00434277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003312825,"about_ca_topic_score_gemma":0.004711228,"domain_scores_codex":[0.99265,0.001959426,0.000578559,0.0004665969,0.003184108,0.001161278],"domain_scores_gemma":[0.990905,0.004612293,0.0001282724,0.0005646067,0.00337994,0.0004098662],"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":[0.0001056257,0.00007564214,0.01932893,0.00002413276,0.00001099907,0.000001982218,0.003827429,1.527467e-7,0.0001117493,0.01025346,0.9569398,0.009320053],"study_design_scores_gemma":[0.0003187902,0.00008678989,0.03708784,0.0002907192,8.262945e-7,0.000003372763,0.002327844,0.0004809609,0.00005793754,0.002370695,0.9569142,0.00005995893],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2382648,0.0003486897,0.0000914663,0.3187467,0.01061875,0.003475403,0.000191227,0.00004072523,0.4282223],"genre_scores_gemma":[0.8272166,0.003243532,0.00059221,0.006213494,0.01330904,0.003718882,0.0007445042,0.00004114815,0.1449205],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5889518,"threshold_uncertainty_score":0.9997749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7029105535306636,"score_gpt":0.7064845126505118,"score_spread":0.003573959119848258,"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."}}