{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001388189,0.0001050313,0.0001952229,0.0002029967,0.0001687035,0.00003517841,0.0004570125,0.00004267644,0.0001801147],"category_scores_gemma":[0.0001048314,0.0001070637,0.00003454363,0.000928901,0.0004649684,0.0003985456,0.0001391929,0.0002362594,0.001150502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002080272,"about_ca_system_score_gemma":0.0003014207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008858084,"about_ca_topic_score_gemma":0.00007462428,"domain_scores_codex":[0.9976869,0.00006315085,0.0005316077,0.0006057342,0.0003233713,0.0007892298],"domain_scores_gemma":[0.9989439,0.00004401897,0.0001413482,0.0002944822,0.00003130053,0.0005449035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00007666476,0.0004457903,0.006649941,0.0003559156,0.000003893354,0.00005994234,0.05708892,0.000009351444,0.00002718538,0.1259721,0.008203932,0.8011063],"study_design_scores_gemma":[0.00226796,0.005284053,0.852315,0.001325226,0.000003273682,0.000160401,0.06326799,0.0006286932,0.0002087512,0.008237092,0.06550346,0.0007981108],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5658344,0.007492591,0.0001990131,0.265825,0.01137563,0.001079478,0.00001208037,0.000379191,0.1478025],"genre_scores_gemma":[0.9916087,0.00005485055,0.0003972111,0.007596307,0.0001884349,0.00004877587,0.000001867544,0.00001205003,0.0000917436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.845665,"threshold_uncertainty_score":0.9996272,"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."}}