{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002275223,0.0002651798,0.0002305912,0.00004136398,0.000292985,0.0000375919,0.001169671,0.0002247606,0.0002364043],"category_scores_gemma":[0.0002615694,0.0001463413,0.0001220578,0.0001491042,0.0009353613,0.000009572651,0.0006493391,0.0004610418,0.0002583725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003914026,"about_ca_system_score_gemma":0.00007243784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001419879,"about_ca_topic_score_gemma":0.00006494463,"domain_scores_codex":[0.9982409,0.0008002942,0.0002490456,0.000331518,0.00005613131,0.000322041],"domain_scores_gemma":[0.9982181,0.0001578541,0.0001609294,0.001088876,0.0003025785,0.00007166848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003174025,0.00006306943,0.003058032,0.000001892121,0.0001643823,1.285053e-7,0.0006038581,0.000001031918,0.9705102,0.009359675,0.005162007,0.01104398],"study_design_scores_gemma":[0.0003014929,0.0004379573,0.001340044,0.00001905768,0.00001081802,0.00001193454,0.002865002,0.00004827653,0.6218777,0.001451526,0.3713549,0.0002812586],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9515177,0.004001852,0.004666821,0.002850916,0.0002396197,0.0007996224,0.00003523549,0.00005538853,0.03583284],"genre_scores_gemma":[0.9939612,0.0006849798,0.002980382,0.001129229,0.0001384635,0.0003731105,0.000158841,0.00002587314,0.000547897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3661929,"threshold_uncertainty_score":0.5967625,"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."}}