{"id":"W2104566280","doi":"10.51847/ohbyzcy","title":"10.51847/OhBYZCy","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chemotaxis; Biological system; Noise (video); Parametric statistics; Escherichia coli; Physics; Flow (mathematics); Chemistry; Biophysics; Biology; Mechanics; Mathematics; Computer science; Biochemistry; Statistics; Artificial intelligence; Gene","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008436063,0.0001159437,0.0001129876,0.00002937298,0.00004958728,0.00001584364,0.0001736074,0.00008360159,0.9297627],"category_scores_gemma":[0.00001038604,0.0001173447,0.00009691111,0.0001348675,0.00002319897,0.000001248206,0.00004588828,0.00003217651,0.8322337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007857946,"about_ca_system_score_gemma":0.00002193125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003801845,"about_ca_topic_score_gemma":3.307873e-7,"domain_scores_codex":[0.9992654,0.00003437919,0.0001203248,0.0002671844,0.00009655028,0.000216192],"domain_scores_gemma":[0.999414,0.000003143421,0.00001913403,0.0004079176,0.00003389177,0.0001218872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007104508,0.00003708144,0.000004116659,0.000002551428,0.000088618,0.000002692839,0.000002903568,0.002017878,0.02273355,3.324984e-7,0.08608498,0.8889542],"study_design_scores_gemma":[0.0001203454,0.0001092072,0.00009972691,0.000002448757,0.0000273203,0.000005513807,3.417372e-7,0.0001298823,0.002815695,9.074619e-7,0.9965368,0.0001518177],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.07326256,0.0003897234,0.000005592289,0.0001460006,0.000002316051,0.0001081381,0.000007341493,0.0000317579,0.9260466],"genre_scores_gemma":[0.01541883,0.000002334275,0.0001465868,0.00009591238,0.0002515467,0.00001070817,0.00006946499,0.00002254694,0.9839821],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9104518,"threshold_uncertainty_score":0.4785177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003616100965955255,"score_gpt":0.1781589459379999,"score_spread":0.1745428449720446,"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."}}