{"id":"W2105252768","doi":"10.1177/1363461509342942","title":"Cultural Formulation Guidelines","year":2009,"lang":"en","type":"letter","venue":"Transcultural Psychiatry","topic":"Cultural Competency in Health Care","field":"Social Sciences","cited_by":175,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Canadian Institutes of Health Research","keywords":"Construct (python library); Process (computing); Cultural diversity; Cultural analysis; Psychology; Engineering ethics; Sociology; Epistemology; Computer science; Social science; Engineering; Anthropology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.00040022,0.0006648792,0.0006502013,0.0001193658,0.001363122,0.0003184827,0.0009749572,0.001821715,0.0006648121],"category_scores_gemma":[0.00009969584,0.0004922953,0.0008028967,0.0005613445,0.0001971052,0.0007770984,0.00001430139,0.002741069,0.0003109786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003732973,"about_ca_system_score_gemma":0.0005822759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003373865,"about_ca_topic_score_gemma":0.008810079,"domain_scores_codex":[0.9950811,0.0003886316,0.001060965,0.0007762003,0.001497148,0.001195927],"domain_scores_gemma":[0.9977028,0.00006250266,0.0003628862,0.0004569216,0.001196768,0.00021816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001172658,0.00001066701,0.0001393191,0.0001283146,0.00003380504,0.00001043206,0.004187128,0.000004454776,0.000008954758,0.003662346,0.9897962,0.002006611],"study_design_scores_gemma":[0.0003504175,0.00007309723,0.0008786833,0.0002976496,0.0001220341,0.00001801486,0.001948475,0.000004491601,0.00000197288,0.003539199,0.9919577,0.0008082662],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001092041,0.00313314,0.000009793212,0.931431,0.008644032,0.001073314,0.00007567986,0.0006825749,0.0538584],"genre_scores_gemma":[0.005350346,0.001245845,0.003943428,0.9033307,0.05935846,0.00006533772,0.001642378,0.00007108258,0.02499245],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05071443,"threshold_uncertainty_score":0.9999369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09743481968700528,"score_gpt":0.4084826137616924,"score_spread":0.3110477940746871,"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."}}