{"id":"W3043458175","doi":"10.24095/hpcdp.40.7/8.03","title":"Hacking systemic lupus erythematosus (SLE): outcomes of the Waterlupus hackathon","year":2020,"lang":"en","type":"article","venue":"Health Promotion and Chronic Disease Prevention in Canada","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Queen's University; University of Waterloo","funders":"Canadian Institutes of Health Research; Lupus Canada","keywords":"Psychological intervention; Stakeholder; Medicine; Stakeholder engagement; Medical education; Public relations; Psychology; Political science; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009432463,0.00009139972,0.0001513678,0.0000242669,0.00003771978,0.000007363761,0.00007336996,0.00002433672,0.00003816429],"category_scores_gemma":[0.00001413827,0.00007075479,0.00003084309,0.0001387212,0.00001465011,0.00004916821,0.0000195834,0.0001040362,0.000001096249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006009567,"about_ca_system_score_gemma":0.0008540291,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01316189,"about_ca_topic_score_gemma":0.07816093,"domain_scores_codex":[0.9991801,0.000046565,0.0003045705,0.0001200343,0.0001718199,0.0001768672],"domain_scores_gemma":[0.9995988,0.0000107021,0.00005433048,0.0001094288,0.00001224164,0.0002144924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006989062,0.0005967087,0.5191116,0.1453827,0.0003113932,0.00002909095,0.007372052,0.06293592,0.001369443,0.002869539,0.03609255,0.2238592],"study_design_scores_gemma":[0.005920601,0.0003453626,0.5577735,0.009476876,0.0001312768,0.0001191528,0.001582467,0.4043089,0.0006788513,0.001492356,0.01691819,0.001252472],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812917,0.004618478,0.001923528,0.009028454,0.002452673,0.0005502832,0.00002758346,0.00007780229,0.00002945777],"genre_scores_gemma":[0.9994676,0.000243127,0.00001915728,0.00009840726,0.00004297555,0.00003840834,0.00001423544,0.00001172406,0.00006437189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.341373,"threshold_uncertainty_score":0.9934096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01662981654416839,"score_gpt":0.2492177510893218,"score_spread":0.2325879345451534,"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."}}