{"id":"W4402217170","doi":"10.1016/j.is.2024.102459","title":"Tri-AL: An open source platform for visualization and analysis of clinical trials","year":2024,"lang":"en","type":"article","venue":"Information Systems","topic":"Machine Learning in Healthcare","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; National Sleep Foundation; National Science Foundation","keywords":"Computer science; Visualization; Open source; Data science; Human–computer interaction; Information retrieval; Data mining; Operating system; Software","routes":{"ca_aff":true,"ca_fund":true,"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":[0.006489524,0.00217749,0.001836526,0.008454304,0.0007284231,0.006267315,0.002838926,0.001552206,0.1414177],"category_scores_gemma":[0.03485935,0.001233322,0.002699671,0.005373144,0.0005675902,0.002583868,0.003551259,0.003113074,0.0364333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001489424,"about_ca_system_score_gemma":0.005962309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004445441,"about_ca_topic_score_gemma":0.00708938,"domain_scores_codex":[0.9971501,0.0009066733,0.0005577537,0.0004191017,0.0007447061,0.000221614],"domain_scores_gemma":[0.9734797,0.01780646,0.002246278,0.00264471,0.001925583,0.001897354],"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":[0.002516969,0.0003847209,0.003929059,0.006488668,0.001253584,0.0005806786,0.0008852451,0.007621831,0.005309779,0.0222094,0.7507088,0.1981113],"study_design_scores_gemma":[0.002573616,0.0003889049,0.006065486,0.001827505,0.0008260321,0.000799567,0.00024338,0.07768751,0.01272385,0.08612073,0.810225,0.0005184487],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.004520162,0.002265655,0.180871,0.002884552,0.0012695,0.001277245,0.2434729,0.5481972,0.01524182],"genre_scores_gemma":[0.08438126,0.005212956,0.508009,0.003215484,0.001406364,0.006525134,0.2582943,0.1080126,0.02494289],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1414177,"threshold_uncertainty_score":0.4730892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2393030644157725,"score_gpt":0.5279758031200584,"score_spread":0.2886727387042859,"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."}}