{"id":"W6925487476","doi":"10.17605/osf.io/cxpfj","title":"Protein Trends at the University of Saskatchewan","year":2022,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Nanomaterials and Printing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Relation (database); Term (time); Population; MEDLINE","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007929104,0.0003219908,0.0002507618,0.002118494,0.00259958,0.002357505,0.0008376373,0.0005676705,0.01037612],"category_scores_gemma":[0.001215572,0.0003213265,0.0002709455,0.00478717,0.0005040608,0.0007716825,0.001122256,0.0009764647,0.002727369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01530495,"about_ca_system_score_gemma":0.02753201,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.882345,"about_ca_topic_score_gemma":0.9571233,"domain_scores_codex":[0.9991739,0.00009869153,0.00003039515,0.0001772473,0.0002925835,0.0002272204],"domain_scores_gemma":[0.9970042,0.0001666492,0.0002183009,0.00009478458,0.001779867,0.0007362339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008318448,0.0004413835,0.7389503,0.0003806633,0.0002003505,0.001391893,0.005808395,0.0006079491,0.03056739,0.004278093,0.06242464,0.1541172],"study_design_scores_gemma":[0.00001714561,0.00008130435,0.9240622,0.0001284828,0.00003313436,0.0001442112,0.007132904,0.0004312833,0.003320782,0.0004310535,0.06415857,0.00005895267],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9008401,0.002707222,0.001200684,0.01260046,0.0002045235,0.0001171185,0.02143782,0.0003029569,0.06058902],"genre_scores_gemma":[0.8286338,0.006136768,0.005132562,0.00422528,0.0000697814,0.000227977,0.01339123,0.0001706435,0.142012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.882345,"threshold_uncertainty_score":0.2366958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008261463376301181,"score_gpt":0.1892864307954998,"score_spread":0.1810249674191986,"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."}}