{"id":"W6920896309","doi":"10.6084/m9.figshare.20438166","title":"Additional file 3 of Novel approach to analysis of the immune system using an ungated model of immune surface marker abundance to predict health outcomes","year":2022,"lang":"en","type":"article","venue":"Figshare","topic":"Single-cell and spatial transcriptomics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Immune system; Flow cytometry; Antibody; Abundance (ecology); Antibody therapy","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":[0.002184299,0.001102758,0.001181853,0.001498492,0.0007704125,0.002061839,0.001883998,0.001424753,0.7932233],"category_scores_gemma":[0.02649871,0.0006306767,0.001182654,0.00194356,0.0002907055,0.001221026,0.0009307732,0.00109006,0.1401366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000852799,"about_ca_system_score_gemma":0.001566842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007267001,"about_ca_topic_score_gemma":0.01344473,"domain_scores_codex":[0.9993825,0.000114585,0.00008372551,0.0001801209,0.0001566101,0.00008233483],"domain_scores_gemma":[0.9802359,0.01638204,0.0005675753,0.0009924788,0.001489799,0.0003322703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005441627,0.0001325601,0.005834911,0.002924605,0.0001291845,0.0001348154,0.00006541854,0.001797383,0.0005294697,0.001339587,0.9732892,0.01327869],"study_design_scores_gemma":[0.007009946,0.0005975708,0.04772094,0.003756113,0.0006189826,0.001043639,0.0005327668,0.01522946,0.003811689,0.03080325,0.8885556,0.0003199643],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.0002434923,0.00002250954,0.0009546389,0.00009978345,0.00002684596,0.00006085504,0.9973115,0.0006074582,0.0006729765],"genre_scores_gemma":[0.01688196,0.0001951703,0.01053736,0.0008788927,0.000137984,0.002179134,0.9575444,0.001968963,0.009676154],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7932233,"threshold_uncertainty_score":0.2949418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04746271221156747,"score_gpt":0.2492027929901114,"score_spread":0.2017400807785439,"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."}}