{"id":"W3047933472","doi":"10.29173/hsi302","title":"Challenges in remaining \"UpToDate\"","year":2020,"lang":"en","type":"article","venue":"Health Science Inquiry","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Resource (disambiguation); Mental health; Health care; Point (geometry); Population; Computer science; Medicine; Internet privacy; Psychiatry; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2445452,0.001174636,0.002739467,0.01423679,0.01393686,0.03557738,0.01285803,0.01571343,0.0371667],"category_scores_gemma":[0.5608692,0.001782937,0.003483833,0.01038607,0.01684909,0.05147265,0.04103114,0.0185752,0.01584288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009045855,"about_ca_system_score_gemma":0.07663439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008598036,"about_ca_topic_score_gemma":0.009635063,"domain_scores_codex":[0.7421604,0.1521426,0.03754146,0.01155908,0.04880418,0.00779217],"domain_scores_gemma":[0.337877,0.4086809,0.02605195,0.08428012,0.1100125,0.03309761],"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":[0.0001437519,0.0004685255,0.004174861,0.004692243,0.0001545932,0.001487588,0.02257327,0.0003426012,0.000338498,0.0857119,0.4511078,0.4288044],"study_design_scores_gemma":[0.00003313555,0.0001149448,0.001262462,0.007663986,0.00004484,0.0006662743,0.01320817,0.0001644405,0.0002732904,0.03113678,0.945336,0.00009562766],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006949158,0.02049409,0.01030804,0.9028405,0.01789895,0.000758355,0.001533032,0.0008076282,0.03841024],"genre_scores_gemma":[0.1114088,0.03919896,0.0851217,0.6871142,0.02078161,0.005554683,0.005586339,0.002604692,0.04262903],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2445452,"threshold_uncertainty_score":0.9316102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5102961485433024,"score_gpt":0.5246408260078258,"score_spread":0.01434467746452339,"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."}}