{"id":"W165478293","doi":"","title":"Challenging Clients of Counsellors-in-Training: Emerging Themes.","year":2004,"lang":"en","type":"article","venue":"Guidance & counselling","topic":"Counseling Practices and Supervision","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Psychology; Applied psychology; Training (meteorology); Medical education; Pedagogy; Counseling psychology; Counselor education; Psychotherapist; Higher education; Medicine; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009420502,0.0004573761,0.0007476,0.001955821,0.01619727,0.01102765,0.004192605,0.005341582,0.003806783],"category_scores_gemma":[0.03220841,0.0006012869,0.0003011086,0.002279746,0.01122484,0.006417437,0.01026144,0.007692004,0.0004405519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007266894,"about_ca_system_score_gemma":0.0206608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02055643,"about_ca_topic_score_gemma":0.04888955,"domain_scores_codex":[0.9881762,0.006226972,0.000304386,0.0006377574,0.002071013,0.002583612],"domain_scores_gemma":[0.9817272,0.009329129,0.001780462,0.0003225086,0.00213058,0.004710064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000216139,0.00008015648,0.009265886,0.0002424319,0.00001331218,0.002921572,0.9524269,0.00003530703,0.000237076,0.007031399,0.00795161,0.01977277],"study_design_scores_gemma":[0.000002381371,0.00001107078,0.003037454,0.0001700609,0.000003740824,0.001013986,0.9849546,0.00003528288,0.00004790022,0.001464834,0.009251229,0.000007486148],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8077533,0.01144685,0.003084811,0.1272714,0.001093546,0.000231544,0.0001408251,0.00007329434,0.04890434],"genre_scores_gemma":[0.9824288,0.004796608,0.00130146,0.005998274,0.0002273388,0.0001439459,0.00006244922,0.00003570058,0.005005314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02055643,"threshold_uncertainty_score":0.05272526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05600231457832769,"score_gpt":0.3408873899553563,"score_spread":0.2848850753770287,"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."}}