{"id":"W2139684998","doi":"","title":"The Change Process in Clients with High Needs","year":2006,"lang":"en","type":"article","venue":"Canadian Journal of Counselling and Psychotherapy","topic":"Psychotherapy Techniques and Applications","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Referral; Coping (psychology); Feeling; Grief; Psychology; Clinical psychology; Posttraumatic growth; Medicine; Psychotherapist; Family medicine; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003613445,0.0001218252,0.0001474637,0.0002503897,0.0001842305,0.00007756412,0.0002222025,0.00007832315,0.00008907213],"category_scores_gemma":[9.832066e-8,0.00008075319,0.00003238603,0.0003941241,0.0001280038,0.00006334384,2.832625e-8,0.0002206709,0.000003063805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001095377,"about_ca_system_score_gemma":0.00005387719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002372592,"about_ca_topic_score_gemma":0.01682563,"domain_scores_codex":[0.9991379,0.00004110502,0.0002929793,0.000116305,0.0001127399,0.0002989062],"domain_scores_gemma":[0.9993175,0.00005435362,0.0001903581,0.0001845814,0.00009919805,0.0001540631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002205056,0.0005236451,0.06914755,0.00003497804,0.0003550674,0.0001839708,0.06354554,0.0001465964,0.0003033014,0.581162,0.03668811,0.2457041],"study_design_scores_gemma":[0.001451097,0.0003383748,0.009311274,0.0001052536,0.000008795414,0.0001406481,0.0002169012,0.00001013679,0.00002712082,0.1716303,0.8165765,0.0001836361],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9546709,0.02545441,0.01358407,0.00306037,0.0004707391,0.0003480809,0.00001169114,0.000015096,0.002384654],"genre_scores_gemma":[0.9673043,0.03023468,0.000132103,0.001014152,0.0004675004,0.00006493973,0.000001764266,0.00003710908,0.0007433975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7798884,"threshold_uncertainty_score":0.9389095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01826194180361283,"score_gpt":0.2924571980294663,"score_spread":0.2741952562258534,"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."}}