{"id":"W1992210479","doi":"10.4161/cib.26901","title":"Doing the math","year":2013,"lang":"en","type":"article","venue":"Communicative & Integrative Biology","topic":"Peroxisome Proliferator-Activated Receptors","field":"Biochemistry, Genetics and Molecular Biology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Peroxisome; Organelle; Saccharomyces cerevisiae; Yeast; Cell biology; Eukaryotic cell; Inheritance (genetic algorithm); Biology; Cell; Chemistry; Gene; Biochemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001242927,0.0009118714,0.0005976694,0.0008945828,0.002674303,0.006196968,0.001284202,0.002080603,0.4962091],"category_scores_gemma":[0.00632071,0.0002937734,0.0007473878,0.0006417747,0.002015482,0.004826345,0.00362778,0.003126774,0.3248073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001608577,"about_ca_system_score_gemma":0.002935368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001907247,"about_ca_topic_score_gemma":0.00321467,"domain_scores_codex":[0.9989067,0.0002069328,0.00005269332,0.000346916,0.000324151,0.0001624823],"domain_scores_gemma":[0.998009,0.0003208979,0.000109935,0.0004905174,0.0005054887,0.0005640888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008446903,0.00006412982,0.0007336523,0.0001511616,0.00001976874,0.0002128285,0.0004969873,0.000263756,0.0006517781,0.1505848,0.6646372,0.1820995],"study_design_scores_gemma":[0.000007662785,0.00001328161,0.0002157798,0.00006479125,0.000005535913,0.0001486824,0.0001682235,0.00008884787,0.0001418797,0.01542478,0.9837135,0.000007054739],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001982682,0.002376564,0.01316059,0.04178105,0.01422333,0.00012653,0.001302829,0.001671263,0.9233752],"genre_scores_gemma":[0.02834776,0.003144277,0.007679307,0.01457456,0.003132253,0.0001659274,0.001140138,0.0009446709,0.9408711],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4962091,"threshold_uncertainty_score":0.7185965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01209941204348143,"score_gpt":0.2793390942991726,"score_spread":0.2672396822556912,"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."}}