{"id":"W6977431820","doi":"10.6084/m9.figshare.22220480.v1","title":"Psychosocial assessment in brain injury: An international social work survey","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychosocial; Social work; Rehabilitation; Informed consent; Compliance (psychology); Quality assurance; Social support; Quality of life (healthcare)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003650814,0.0005000334,0.0003467096,0.00267285,0.0008326391,0.0007561377,0.0005623161,0.0008194677,0.001434206],"category_scores_gemma":[0.004924791,0.0004346448,0.0004447177,0.002571142,0.0006165004,0.001379024,0.001656976,0.0008173579,0.0008331974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001183723,"about_ca_system_score_gemma":0.0008626698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009590461,"about_ca_topic_score_gemma":0.009949754,"domain_scores_codex":[0.9970903,0.001195782,0.0004862408,0.0002532754,0.0005938403,0.0003804349],"domain_scores_gemma":[0.9950406,0.0004376658,0.002557996,0.0003298782,0.000827182,0.0008067991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000384958,0.0002189691,0.9941319,0.00004759408,0.00002254328,0.000057075,0.001237629,0.00004280995,0.0001582539,0.00001671573,0.0005721645,0.003456013],"study_design_scores_gemma":[0.000007933087,0.0001851202,0.997481,0.00001665107,0.000004397886,0.00009448698,0.001525759,0.00007507254,0.00004077612,0.00001142002,0.0005512038,0.000006101605],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940654,0.0001873329,0.0002766646,0.0002264387,0.00001297195,0.000578681,0.00300567,0.00001383463,0.001632998],"genre_scores_gemma":[0.9931992,0.0003453041,0.0008992744,0.0003987862,0.00002555781,0.0009781081,0.003210315,0.000008148189,0.0009351937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009590461,"threshold_uncertainty_score":0.01930755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2800859841682992,"score_gpt":0.4935647773022869,"score_spread":0.2134787931339877,"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."}}