{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000484933,0.0004262195,0.0004740398,0.002348068,0.0008162537,0.003893676,0.0005298629,0.0007680923,0.008546375],"category_scores_gemma":[0.003003662,0.0003409274,0.0004748366,0.001427664,0.0009389236,0.002291673,0.001354906,0.0004164199,0.002644603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006262026,"about_ca_system_score_gemma":0.000583102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001113467,"about_ca_topic_score_gemma":0.00075927,"domain_scores_codex":[0.9989241,0.0002688315,0.00007655101,0.0003266872,0.0003098448,0.00009394309],"domain_scores_gemma":[0.9987826,0.0003382183,0.000252385,0.0001608841,0.0003298883,0.0001359566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009902149,0.0001465476,0.04831038,0.003106544,0.0002686519,0.002867086,0.004483709,0.03044947,0.1401075,0.2382943,0.02812615,0.5028494],"study_design_scores_gemma":[0.00007766471,0.0008512057,0.1255665,0.0007838508,0.0003461023,0.0112152,0.00667613,0.086297,0.0510389,0.3020496,0.4146273,0.000470663],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5176495,0.02502243,0.2598611,0.00557675,0.001250867,0.0004400687,0.0117466,0.002725887,0.1757268],"genre_scores_gemma":[0.9358429,0.006399964,0.03699438,0.0004493635,0.0003428267,0.0003057664,0.00464797,0.0002364292,0.01478041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008546375,"threshold_uncertainty_score":0.0285905,"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."}}