{"id":"W4389323545","doi":"10.20944/preprints202312.0139.v1","title":"Topology of Saliva","year":2023,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Salivary Gland Disorders and Functions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Mucin; Topology (electrical circuits); Saliva; Biological system; Statistical physics; Physics; Mathematics; Chemistry; Biology; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003029731,0.0002320683,0.0006170562,0.0002335014,0.00004474121,0.000003102025,0.0002262489,0.000414255,0.002966542],"category_scores_gemma":[0.0003281883,0.0002166541,0.000313536,0.0001678064,0.000145937,0.00001943968,0.001040629,0.000627882,0.002024411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004369431,"about_ca_system_score_gemma":0.0002374359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000915979,"about_ca_topic_score_gemma":0.00002476395,"domain_scores_codex":[0.9983246,0.00005851183,0.0004964179,0.0006178233,0.000239073,0.0002635806],"domain_scores_gemma":[0.9981681,0.0001006899,0.0002039983,0.001242038,0.0001515652,0.0001335811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001603532,0.0002404397,0.9935823,0.0004016096,0.0002776203,0.00003341627,0.0003685833,0.00007632588,0.001747365,0.0009170637,0.002021254,0.0001736468],"study_design_scores_gemma":[0.0007630622,0.00006708609,0.9785679,0.0001966681,0.0002607779,0.00002620636,0.0002562017,0.0000580567,0.003622296,0.007923908,0.008051831,0.0002060102],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9503121,0.0002264522,0.0002168159,0.003202395,0.001584516,0.0005664547,0.00004640752,0.0003113849,0.04353344],"genre_scores_gemma":[0.9875389,0.0003431652,0.0001705191,0.000258983,0.0003787365,0.00009448996,0.0001855256,0.00005020562,0.01097949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03722675,"threshold_uncertainty_score":0.9987527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2215176998441699,"score_gpt":0.3934036264512312,"score_spread":0.1718859266070614,"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."}}