{"id":"W2072163180","doi":"10.1016/j.schres.2012.06.012","title":"Affect recognition in people at clinical high risk of psychosis","year":2012,"lang":"en","type":"article","venue":"Schizophrenia Research","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"National Institute of Mental Health","keywords":"Affect (linguistics); Psychosis; Psychology; Schizophrenia (object-oriented programming); Psychiatry; Clinical psychology; Prodrome; Developmental psychology; Communication","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0004595525,0.0002650708,0.0005527873,0.0006669946,0.001007622,0.001402764,0.0002578992,0.000722627,0.001630727],"category_scores_gemma":[0.00421914,0.000270811,0.0003940268,0.0004017038,0.0004136837,0.0006046001,0.0006912174,0.001144308,0.0001759278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006820955,"about_ca_system_score_gemma":0.0003812532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01103374,"about_ca_topic_score_gemma":0.01394769,"domain_scores_codex":[0.9996277,0.0001209646,0.00003247749,0.00004574568,0.00009459275,0.00007835323],"domain_scores_gemma":[0.9987035,0.0003119081,0.0005036287,0.00005112244,0.00014364,0.0002861525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000587876,0.0002496882,0.9863281,0.00003378592,0.00004340622,0.0004827645,0.001700716,0.00004885201,0.0007941535,0.0001054453,0.0002838059,0.009341421],"study_design_scores_gemma":[0.000009252761,0.0001327996,0.9978632,0.000008117154,0.00002224356,0.0004169892,0.001105577,0.0001074674,0.00006583506,0.0001760279,0.00008559849,0.000006907498],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977663,0.0004640654,0.00002486667,0.000182386,0.00001691326,0.000006267243,0.0000231556,0.000001821973,0.001514297],"genre_scores_gemma":[0.9995715,0.0001250662,0.00002398253,0.00004685357,0.000008003486,0.000002248137,0.00002297896,8.394131e-7,0.0001984905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01103374,"threshold_uncertainty_score":0.02193904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1159969221772207,"score_gpt":0.4346394181019756,"score_spread":0.3186424959247549,"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."}}