{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00300673,0.0003150596,0.001021319,0.0006905931,0.0001860123,0.00004691075,0.0006613639,0.0003048583,0.001254648],"category_scores_gemma":[0.007582744,0.00026424,0.0002780811,0.003540899,0.0003704482,0.0001146623,0.0008047275,0.001890088,0.001959828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004369053,"about_ca_system_score_gemma":0.0009992677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003260033,"about_ca_topic_score_gemma":0.009277425,"domain_scores_codex":[0.9933082,0.0011061,0.001043198,0.001155261,0.002258856,0.0011284],"domain_scores_gemma":[0.9944553,0.00175931,0.0001327897,0.001063898,0.000881644,0.001707106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.141846,0.001605415,0.7965573,0.0002217594,0.0002667994,0.0009910099,0.0006576968,0.00001826813,0.003314415,0.0007060542,0.008534535,0.04528074],"study_design_scores_gemma":[0.01480957,0.004941869,0.9739892,0.0002656865,0.0000490397,0.00002201523,0.0001572425,0.0005236876,0.003586886,0.0007759192,0.0006209486,0.0002578732],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824278,0.0003126508,0.00002725228,0.01463077,0.0002074304,0.001907319,0.00009301477,0.00007597102,0.000317801],"genre_scores_gemma":[0.9886264,0.0005202422,0.00955503,0.0002875339,0.0004070559,0.000204362,0.00004388827,0.00006415891,0.0002913831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.177432,"threshold_uncertainty_score":0.999981,"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."}}