{"id":"W7087758174","doi":"10.17605/osf.io/3rpgj","title":"AI Psychological Assessment","year":2025,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"","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":[0.001775372,0.0005783557,0.0003818101,0.002392541,0.0012488,0.001941792,0.000781931,0.0006763573,0.158437],"category_scores_gemma":[0.01314091,0.0001802144,0.0006382828,0.001080156,0.0005165243,0.0009777215,0.00145011,0.002703833,0.0546079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001547924,"about_ca_system_score_gemma":0.003102787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004378882,"about_ca_topic_score_gemma":0.00692559,"domain_scores_codex":[0.998482,0.0004587662,0.0001519564,0.0001713765,0.0005475078,0.0001883252],"domain_scores_gemma":[0.9939612,0.0009718132,0.0002398702,0.0004984011,0.003369139,0.0009596809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000353128,0.001417231,0.03248843,0.0003659314,0.00003799223,0.0006638565,0.002145055,0.0002283222,0.0008974251,0.007538574,0.321492,0.6323721],"study_design_scores_gemma":[0.0001482198,0.000332651,0.1031751,0.0005250917,0.00005552972,0.001765471,0.004335956,0.001566357,0.001936831,0.01357955,0.8724938,0.00008539607],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05745801,0.001456151,0.008160227,0.0159556,0.004442485,0.004045739,0.009913778,0.001227095,0.897341],"genre_scores_gemma":[0.2804307,0.002898896,0.0195175,0.007167061,0.001461267,0.006453805,0.01048487,0.0004586372,0.6711273],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.158437,"threshold_uncertainty_score":0.5300245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02326894187309428,"score_gpt":0.3482337879779298,"score_spread":0.3249648461048356,"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."}}