{"id":"W4392669032","doi":"10.2196/preprints.49759","title":"Architecture and Development Framework for a Web-Based Risk Assessment and Management Platform Developed on WordPress to Address Opioid Overdose (Preprint)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Architecture; Access management; World Wide Web; Web application; Computer science; Engineering; Geography; Computer network","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002373455,0.001344758,0.0006610609,0.001602537,0.0007367181,0.004204453,0.002957082,0.0019066,0.01249548],"category_scores_gemma":[0.00264315,0.001294223,0.001454138,0.0006797502,0.0009620305,0.00319823,0.003829108,0.002477233,0.01182316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001163406,"about_ca_system_score_gemma":0.002823637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004968983,"about_ca_topic_score_gemma":0.002739395,"domain_scores_codex":[0.9986083,0.0001769615,0.0001553491,0.0003105126,0.0005825832,0.0001662669],"domain_scores_gemma":[0.9987827,0.0001975162,0.00009567513,0.000217568,0.0004425159,0.0002638867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008674623,0.001307677,0.01000275,0.002042168,0.0003945732,0.007590319,0.004385361,0.06624157,0.1557844,0.1499404,0.1050089,0.4964345],"study_design_scores_gemma":[0.0002619627,0.000593442,0.005340189,0.0007495646,0.0001985599,0.002814091,0.0005987122,0.2952576,0.05657464,0.03457133,0.6027361,0.0003038571],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.007971384,0.0002262208,0.9272052,0.0005202339,0.0001236687,0.001718485,0.0006735963,0.04647458,0.01508676],"genre_scores_gemma":[0.07959775,0.0008998026,0.8510858,0.0007869638,0.0001222943,0.002906543,0.008343918,0.008101085,0.04815579],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01249548,"threshold_uncertainty_score":0.04180157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09041482361868808,"score_gpt":0.4254084848628085,"score_spread":0.3349936612441204,"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."}}