{"id":"W2019452057","doi":"10.1080/21507680903570235","title":"Beyond definition and method: The next era for counselling and psychotherapy","year":2010,"lang":"en","type":"article","venue":"Asia Pacific Journal of Counselling and Psychotherapy","topic":"Psychotherapy Techniques and Applications","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto","keywords":"Psychotherapist; Psychology; Psychoanalysis","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002206171,0.0003464626,0.0004493012,0.0002039405,0.0004727093,0.0002795874,0.0002716442,0.0002937821,0.0001751582],"category_scores_gemma":[8.616535e-7,0.0002525049,0.0001550009,0.0002297599,0.0003091841,0.0001857751,2.270107e-7,0.0007882387,0.000002926304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003291164,"about_ca_system_score_gemma":0.00002131239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006509503,"about_ca_topic_score_gemma":0.00001706416,"domain_scores_codex":[0.998035,0.0001591683,0.0007075011,0.0004559817,0.0002538156,0.0003885731],"domain_scores_gemma":[0.9976505,0.0008610045,0.0005972742,0.0004618204,0.000238578,0.0001908294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001998383,0.0003651498,0.0001917321,0.00003698714,0.0005299221,0.000004251334,0.02599633,0.000002729117,0.0523033,0.4310312,0.01499618,0.4725438],"study_design_scores_gemma":[0.001618133,0.0004259127,0.00009184931,0.00003967341,0.00004616684,0.0005129272,0.0003607432,0.0001218604,0.0002241047,0.5497222,0.4466138,0.0002225955],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.09546725,0.03748146,0.8571158,0.005899424,0.001247975,0.0007676579,0.00003615787,0.00006138626,0.001922865],"genre_scores_gemma":[0.06144779,0.8678102,0.06606404,0.002389092,0.001291686,0.0001771279,0.000008114014,0.0001504433,0.0006614998],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8303288,"threshold_uncertainty_score":0.9999927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03900232199363903,"score_gpt":0.3532458365286074,"score_spread":0.3142435145349683,"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."}}