{"id":"W4213130571","doi":"10.1192/j.eurpsy.2021.1823","title":"They are not real patients","year":2021,"lang":"en","type":"article","venue":"European Psychiatry","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Psychiatry; Dementia; Psychology; Mood; Anxiety; Differential diagnosis; Clinical psychology; Cognition; Depression (economics); Medicine; Disease; Internal medicine; Pathology","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":[0.001674229,0.0001778292,0.0003840431,0.0005080269,0.0007748621,0.001824899,0.0004666786,0.001428606,0.01656752],"category_scores_gemma":[0.01521688,0.0001611725,0.000230814,0.0006016665,0.001324208,0.002329879,0.001042497,0.001209246,0.004776845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000619075,"about_ca_system_score_gemma":0.001149478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006148223,"about_ca_topic_score_gemma":0.0007299272,"domain_scores_codex":[0.9981067,0.0008667768,0.0002516292,0.0002238538,0.0003648992,0.0001860971],"domain_scores_gemma":[0.9948697,0.002454557,0.001167577,0.0003488318,0.0007003938,0.000458861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006432806,0.0002604627,0.08380881,0.006158247,0.000233038,0.01748177,0.01002627,0.000123719,0.001333355,0.06721906,0.3832424,0.4294696],"study_design_scores_gemma":[0.00008555711,0.0001481638,0.01462041,0.004375511,0.00009208424,0.04114189,0.006001865,0.00006897988,0.0003800144,0.01946914,0.9135676,0.0000487012],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.166316,0.3043824,0.005223433,0.211796,0.01659742,0.000396335,0.003186405,0.0002459066,0.2918561],"genre_scores_gemma":[0.7241625,0.1055865,0.002990713,0.1082229,0.009198709,0.0003241364,0.001939913,0.00007710492,0.04749759],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01656752,"threshold_uncertainty_score":0.05542392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0145851948186404,"score_gpt":0.2867870442763301,"score_spread":0.2722018494576897,"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."}}