{"id":"W2054176472","doi":"10.1080/14733140312331384482","title":"Matrices in black and white: Implications of cultural multiplicity for research in counselling and psychotherapy","year":2003,"lang":"en","type":"article","venue":"Counselling and Psychotherapy Research","topic":"Counseling Practices and Supervision","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Ethnic group; Psychology; White (mutation); Psychotherapist; Cultural identity; Social psychology; Sociology; Anthropology","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":[0.01005633,0.0002370827,0.0004009831,0.0008544156,0.0003760907,0.0002092094,0.0002590107,0.0003062853,0.0001131471],"category_scores_gemma":[0.00001376592,0.0002162324,0.00005028301,0.001266083,0.0005933733,0.0002069922,0.000001289148,0.000922934,0.000006663699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001615326,"about_ca_system_score_gemma":0.00004456472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004492054,"about_ca_topic_score_gemma":0.0008114069,"domain_scores_codex":[0.9960296,0.001057808,0.0006212205,0.0009203468,0.0005199685,0.0008510157],"domain_scores_gemma":[0.9955048,0.003121499,0.0001035331,0.0005125571,0.000588367,0.0001692332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.01059522,0.002981718,0.1220557,0.001244488,0.0002827658,0.0000192345,0.3923916,0.0003239358,0.02497898,0.06905214,0.005356111,0.3707181],"study_design_scores_gemma":[0.01417541,0.002184682,0.01462233,0.0009396834,0.00002169054,0.00008199148,0.01272059,0.007374523,0.000300656,0.529632,0.416875,0.001071457],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9163695,0.07519089,0.004805801,0.00151793,0.0001316316,0.001253614,0.00002352465,0.00002016475,0.0006869563],"genre_scores_gemma":[0.4327671,0.5658376,0.0006898415,0.00007083712,0.00006134454,0.000153536,0.000004722343,0.00003885005,0.0003762142],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4906467,"threshold_uncertainty_score":0.8817703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2307499690531017,"score_gpt":0.50783691610805,"score_spread":0.2770869470549483,"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."}}