{"id":"W4247492292","doi":"10.1093/med:psych/9780190222505.003.0008","title":"Bringing It All Together","year":2016,"lang":"en","type":"book-chapter","venue":"Oxford University Press eBooks","topic":"Counseling Practices and Supervision","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conceptualization; Alliance; Humility; Psychology; Perspective (graphical); Psychotherapist; Cultural humility; Pedagogy; Political science; Cultural competence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001715573,0.0003174035,0.0003053165,0.000149586,0.0001357681,0.00004026888,0.0004911549,0.0005014173,0.002798622],"category_scores_gemma":[0.000004868888,0.000312278,0.0002303295,0.000003642312,0.00008545943,0.00009821558,0.0002432942,0.0004458149,0.0000698931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007116943,"about_ca_system_score_gemma":0.0000340263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001209269,"about_ca_topic_score_gemma":0.00003102738,"domain_scores_codex":[0.9986562,0.00004746581,0.0001749956,0.0005465798,0.0002353986,0.0003393469],"domain_scores_gemma":[0.998722,0.0001764272,0.0001964463,0.0006917372,0.00008540726,0.0001280274],"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":[0.000340464,0.00001703496,0.000003069058,0.00003138234,0.0004690031,0.0004910055,0.001876282,6.992655e-7,0.00002500762,0.8035976,0.02019265,0.1729558],"study_design_scores_gemma":[0.000574239,0.00005587473,0.000002079227,0.0001828943,0.0002007911,0.00002085944,0.00007507571,0.000008046649,0.00000422955,0.0006677575,0.9978129,0.000395304],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00007016599,0.0003964917,0.000332788,0.000187711,0.0007126546,0.0002192083,0.00006058284,0.0001395436,0.9978809],"genre_scores_gemma":[0.0005678909,0.0008472077,0.00008107621,0.0003152775,0.0002198441,4.790962e-7,0.000009326343,0.00007065747,0.9978883],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9776202,"threshold_uncertainty_score":0.9999329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0511994386047161,"score_gpt":0.274765457307269,"score_spread":0.2235660187025529,"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."}}