{"id":"W4414118804","doi":"10.24124/2025/30572","title":"One big happy family: A manual for new family counsellors","year":2025,"lang":"en","type":"dissertation","venue":"","topic":"Counseling Practices and Supervision","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"Strong; Wilfrid Laurier University","keywords":"Facilitator; Resource (disambiguation); Process (computing); Field (mathematics); Work (physics); Reflective practice","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004113527,0.000421721,0.0005982509,0.0003462662,0.0001737918,0.0001415167,0.0004316916,0.0008346494,0.001309345],"category_scores_gemma":[0.00009004291,0.0004360012,0.0003212405,0.0002806786,0.00001286702,0.00009132858,0.00001462181,0.0004932955,0.0005080401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003613338,"about_ca_system_score_gemma":0.0004052354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006266286,"about_ca_topic_score_gemma":0.003004009,"domain_scores_codex":[0.9975889,0.00007516651,0.0006098902,0.0008506544,0.0003970058,0.0004783636],"domain_scores_gemma":[0.9979116,0.0007527115,0.0002309308,0.000668332,0.000296202,0.0001401659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001427442,0.0002225082,0.000003728501,0.0002039309,0.0003498567,0.000006342223,0.003196284,0.00000287326,0.0005985831,0.003823766,0.3691092,0.6210555],"study_design_scores_gemma":[0.001265075,0.0002752266,0.001213261,0.0002817536,0.0004336321,0.000001223679,0.009029267,0.00008870845,0.00003401223,0.001926744,0.9849041,0.0005470187],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1127875,0.03763898,0.01348795,0.001139109,0.02994918,0.002968773,0.0003523044,0.0006153854,0.8010608],"genre_scores_gemma":[0.00472863,0.005008716,0.001650736,0.002474733,0.001144474,0.0002213411,0.00277407,0.0001088536,0.9818885],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6205085,"threshold_uncertainty_score":0.9998092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06949154396579159,"score_gpt":0.374774983208414,"score_spread":0.3052834392426224,"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."}}