{"id":"W3087091900","doi":"10.1016/j.schres.2020.09.002","title":"Lower speech connectedness linked to incidence of psychosis in people at clinical high risk","year":2020,"lang":"en","type":"article","venue":"Schizophrenia Research","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":68,"is_retracted":false,"has_abstract":false,"ca_institutions":"Critical Systems Labs","funders":"Medical Research Council; National Institute for Health and Care Research","keywords":"Psychosis; Social connectedness; Psychology; Early psychosis; Clinical psychology; Audiology; Psychiatry; Medicine; Psychotherapist","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":[0.0002502471,0.0003156445,0.000338622,0.001372349,0.0007190541,0.001124387,0.0003630678,0.0007335134,0.00687957],"category_scores_gemma":[0.003762013,0.0003211884,0.0004919349,0.001170165,0.0004490697,0.0003970853,0.000795177,0.001299332,0.0003436342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004008726,"about_ca_system_score_gemma":0.0004036654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01777674,"about_ca_topic_score_gemma":0.01185601,"domain_scores_codex":[0.9996634,0.00008542397,0.00003877899,0.00007246444,0.00005714435,0.00008280593],"domain_scores_gemma":[0.9967726,0.0006599696,0.001598676,0.0001676069,0.0002483711,0.0005528134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001758783,0.00003826155,0.9969229,0.00001406114,0.00006957393,0.000208575,0.0004241827,0.00003755821,0.0006375916,0.00007717895,0.0000521832,0.001342079],"study_design_scores_gemma":[0.0000020706,0.0000261061,0.9991434,0.00000597507,0.00002058677,0.0001885154,0.0003866963,0.00006843723,0.00003702179,0.00008558489,0.00003225287,0.000003249612],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986905,0.0001792548,0.00004737018,0.0001031167,0.000007268166,0.000002799542,0.0001505125,0.000003894824,0.0008153293],"genre_scores_gemma":[0.9996237,0.00005776285,0.00002576573,0.00001361009,0.000007410863,0.000001655779,0.00008637649,0.000002032814,0.000181781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01777674,"threshold_uncertainty_score":0.03534651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08599761862797028,"score_gpt":0.4122694936848207,"score_spread":0.3262718750568504,"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."}}