{"id":"W4232408257","doi":"10.22316/poc/05.1.09","title":"Working with ‘difficult’ clients from a systems perspective","year":2020,"lang":"en","type":"article","venue":"Philosophy of Coaching An International Journal","topic":"Psychiatric care and mental health services","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Psychology; Computer science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001510528,0.0001363846,0.0002082344,0.0001136101,0.0001104962,0.00008780913,0.0005223315,0.00005403577,0.00009191992],"category_scores_gemma":[0.000008038947,0.0001126548,0.00007674293,0.0001253479,0.00003559374,0.000223896,0.00003671092,0.0004098256,0.0000241419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000111513,"about_ca_system_score_gemma":0.0000466953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001712213,"about_ca_topic_score_gemma":0.00003245179,"domain_scores_codex":[0.9984844,0.0001429818,0.0003753221,0.0002623094,0.0005640768,0.0001708695],"domain_scores_gemma":[0.9988057,0.00007358709,0.0004348135,0.0001157763,0.0003253571,0.000244735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.01985184,0.003593302,0.197294,0.000115714,0.005915876,0.00108332,0.398528,0.002794754,0.0009495153,0.3493703,0.003280822,0.01722254],"study_design_scores_gemma":[0.04528095,0.01547018,0.2494805,0.006567969,0.001248909,0.004959508,0.5285721,0.01236161,0.0003349028,0.0915841,0.04000858,0.004130711],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9576207,0.0009646374,0.001061323,0.005684825,0.00502301,0.000140287,0.00005940401,0.00004632451,0.02939953],"genre_scores_gemma":[0.993338,0.00002604281,0.0004551956,0.001779547,0.004339452,0.000005134538,0.00002461966,0.00001908498,0.00001291463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2577862,"threshold_uncertainty_score":0.4593928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07570732280971636,"score_gpt":0.3565693243523964,"score_spread":0.28086200154268,"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."}}