{"id":"W6949210945","doi":"10.5281/zenodo.15042190","title":"GSSO Digital Health Hub Community Dialogue/Hub Development Session Presentation 3","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Plant-Derived Bioactive Compounds","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Dementia Research Alliance; University of Victoria","funders":"","keywords":"Presentation (obstetrics); Alliance; Session (web analytics); Digital health; Equity (law); Community-based participatory research; Telemedicine; Research proposal","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000483871,0.0001785226,0.0001835427,0.0001856155,0.003566023,0.0008492256,0.0009743976,0.00008109414,0.002676089],"category_scores_gemma":[0.0006011373,0.0001901359,0.00004363159,0.0004049855,0.0001426812,0.0003624182,0.001674239,0.0005476221,0.00161694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005493963,"about_ca_system_score_gemma":0.0000303665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004716111,"about_ca_topic_score_gemma":0.000001970603,"domain_scores_codex":[0.9982692,0.0003211466,0.000341288,0.0003254465,0.0003514776,0.0003914362],"domain_scores_gemma":[0.9987473,0.00008179708,0.0001567603,0.0004841726,0.0003598933,0.0001701087],"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":[0.0003404781,0.001377919,0.0004279644,0.001081111,0.0002853286,0.00001938375,0.007649957,0.00004520723,0.1275046,0.001381399,0.2861351,0.5737515],"study_design_scores_gemma":[0.000715552,0.00006197095,0.004136999,0.0001574613,0.000007256155,0.00002387163,0.00127587,0.0001265071,0.01644316,0.0002257654,0.9766105,0.0002151323],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5097054,0.0001451465,0.008148118,0.001667993,0.0002113247,0.0005168443,0.0007955234,0.001948735,0.476861],"genre_scores_gemma":[0.9875816,0.00003731852,0.0002106913,0.0001787297,0.00005288304,1.03251e-7,0.008968241,0.0004411898,0.002529242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6904753,"threshold_uncertainty_score":0.9991604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04529376075214042,"score_gpt":0.2791933927304097,"score_spread":0.2338996319782692,"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."}}