{"id":"W4321452033","doi":"10.1503/jpn.220141","title":"Action selection in early stages of psychosis: an active inference approach","year":2023,"lang":"en","type":"article","venue":"Journal of Psychiatry and Neuroscience","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University College London; University of Cambridge; Wellcome Trust","keywords":"Action selection; Inference; Psychosis; Psychology; Machine learning; Receiver operating characteristic; Task (project management); Cognitive psychology; Action (physics); Artificial intelligence; Selection (genetic algorithm); Computer science; Psychiatry; Neuroscience","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.004228774,0.0007630257,0.0009531915,0.001336319,0.0005113897,0.001848464,0.001917641,0.0009154545,0.002277557],"category_scores_gemma":[0.01196119,0.0005903463,0.001400535,0.0006317981,0.001300538,0.001517209,0.001306092,0.001676184,0.0001898305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001384816,"about_ca_system_score_gemma":0.0009647631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004770022,"about_ca_topic_score_gemma":0.004483259,"domain_scores_codex":[0.9986631,0.0007242422,0.00007450677,0.0002642273,0.0001673323,0.0001065372],"domain_scores_gemma":[0.9910185,0.007509652,0.0006635883,0.0003638927,0.0002419622,0.0002023857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002305008,0.0009816593,0.09198736,0.0005261737,0.001183543,0.001173038,0.003850669,0.50344,0.01232532,0.05946804,0.001014886,0.3217443],"study_design_scores_gemma":[0.00003654146,0.000153466,0.008378323,0.00003691709,0.00007116512,0.0001075564,0.0001240668,0.9356364,0.001020897,0.05406774,0.000334252,0.00003268756],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2404723,0.0005196595,0.7551227,0.0007100895,0.00002813153,0.0001772785,0.0002054175,0.0002213402,0.002543047],"genre_scores_gemma":[0.9184214,0.0001537273,0.08032212,0.000071779,0.00002159338,0.0001339081,0.0001303384,0.00002418452,0.0007207932],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004770022,"threshold_uncertainty_score":0.02236414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06052659897915653,"score_gpt":0.3732594992895285,"score_spread":0.312732900310372,"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."}}