{"id":"W6926370833","doi":"10.24433/co.3230362.v1","title":"Prototype Clinical Biomarker Dashboard","year":2022,"lang":"en","type":"other","venue":"Code Ocean","topic":"Botanical Research and Applications","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of Toronto","funders":"","keywords":"Dashboard; Biomarker; Upload; Visualization","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":[0.005173777,0.001785554,0.0009268329,0.001328363,0.000603615,0.003262992,0.003489276,0.001805654,0.09551653],"category_scores_gemma":[0.01598036,0.000906212,0.000723669,0.000866482,0.0004904313,0.003392892,0.003801764,0.002257014,0.04621117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007461105,"about_ca_system_score_gemma":0.001635865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003183863,"about_ca_topic_score_gemma":0.003036503,"domain_scores_codex":[0.9973313,0.0005924461,0.0002538408,0.00051379,0.001049747,0.0002589955],"domain_scores_gemma":[0.992309,0.002782751,0.0003454695,0.001377673,0.001815608,0.00136967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002659159,0.000669463,0.005806112,0.0004683329,0.00009880754,0.0005932055,0.0002399214,0.001919793,0.005846339,0.00275799,0.8188131,0.1601277],"study_design_scores_gemma":[0.002079085,0.001083998,0.00667044,0.0004036898,0.0001172158,0.001015308,0.0002668072,0.04211148,0.01978462,0.01746813,0.9087012,0.0002979618],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.01705913,0.001407073,0.1913113,0.01069041,0.003583759,0.003625194,0.04809805,0.6470891,0.07713609],"genre_scores_gemma":[0.2276378,0.002406155,0.3177936,0.02796367,0.001677936,0.007234877,0.1650595,0.05593438,0.1942921],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.09551653,"threshold_uncertainty_score":0.3195347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09656146991124986,"score_gpt":0.3575664718732298,"score_spread":0.2610050019619799,"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."}}