{"id":"W4399270087","doi":"10.61838/kman.jppr.1.4.1","title":"Neurorehabilitation Success: How Personality Influences Recovery","year":2023,"lang":"en","type":"article","venue":"Journal of Personality and Psychosomatic Research","topic":"Resilience and Mental Health","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute","funders":"","keywords":"Neurorehabilitation; Personality; Psychology; Physical medicine and rehabilitation; Applied psychology; Rehabilitation; Medicine; Social psychology; Neuroscience","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":[],"consensus_categories":[],"category_scores_codex":[0.007512938,0.0001392926,0.0003264365,0.0005054416,0.0003432211,0.0001669751,0.0003682278,0.0001249417,0.0004908198],"category_scores_gemma":[0.000536199,0.0001090346,0.0001562382,0.001112115,0.0004753998,0.0005503549,0.0000444227,0.0006855535,0.0001633418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009074988,"about_ca_system_score_gemma":0.0001752231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003015259,"about_ca_topic_score_gemma":0.00005539185,"domain_scores_codex":[0.9958116,0.001420737,0.000548352,0.0003115089,0.001348244,0.0005596041],"domain_scores_gemma":[0.997156,0.001569361,0.0002847635,0.0002713721,0.0003949627,0.0003235386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001423887,0.0007146935,0.7604946,0.001587959,0.0002309974,0.0001647221,0.05409734,0.000008772206,0.001330571,0.003388213,0.09818654,0.07837167],"study_design_scores_gemma":[0.0006881784,0.001136012,0.9633825,0.000233618,0.00001162918,0.0001541575,0.01859885,0.00004883161,0.00001595141,0.01004065,0.005579651,0.0001099962],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760863,0.0008081723,0.00001924849,0.01820384,0.0007048442,0.000272139,0.00001760264,0.0000194235,0.003868407],"genre_scores_gemma":[0.9960279,0.0006963154,0.0001846088,0.0002605958,0.000364381,0.00002213444,0.000005125903,0.00001316082,0.002425746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2028878,"threshold_uncertainty_score":0.5374132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.168428707045598,"score_gpt":0.5094329889357149,"score_spread":0.3410042818901169,"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."}}