{"id":"W2160821916","doi":"10.1017/s0140525x06369099","title":"Mental disorders are not a homogeneous construct","year":2006,"lang":"en","type":"article","venue":"Behavioral and Brain Sciences","topic":"Mental Health and Psychiatry","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Homogeneous; Construct (python library); Psychiatry; Psychology; Mental illness; Component (thermodynamics); Mental health; Computer science","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":[0.001737259,0.0002921244,0.0006471135,0.002320386,0.001697762,0.002982221,0.0007303391,0.0009831078,0.003126281],"category_scores_gemma":[0.006557897,0.0002017338,0.0003556469,0.001889348,0.01229808,0.004779049,0.003799515,0.002300479,0.0004066394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002034076,"about_ca_system_score_gemma":0.002115853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006375216,"about_ca_topic_score_gemma":0.00664896,"domain_scores_codex":[0.9978238,0.0005311243,0.0001448797,0.000396034,0.000855134,0.0002490096],"domain_scores_gemma":[0.9961483,0.001189205,0.0008909234,0.000464653,0.0005905164,0.0007162922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001250753,0.0002040397,0.2510263,0.0005797124,0.0003115718,0.0008390172,0.02128049,0.0006377384,0.0009782411,0.5632735,0.01803033,0.142714],"study_design_scores_gemma":[0.0000343459,0.0001906402,0.4107454,0.001069854,0.000227322,0.003100779,0.03476216,0.001022893,0.0003090356,0.4740517,0.07439686,0.0000890813],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6688809,0.02864642,0.01840158,0.1001444,0.001597875,0.0002078854,0.001524372,0.0002118781,0.1803848],"genre_scores_gemma":[0.9895033,0.003772008,0.001693896,0.002489548,0.0004317494,0.00004966223,0.0002972735,0.00001409589,0.001748633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006375216,"threshold_uncertainty_score":0.01475835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05042228724965143,"score_gpt":0.2999141293649136,"score_spread":0.2494918421152622,"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."}}