{"id":"W3191116187","doi":"10.1080/02615479.2021.1956451","title":"Towards Understanding the Client and Observer in the Peer-to-Peer Role-Play","year":2021,"lang":"en","type":"article","venue":"Social Work Education","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Toronto; Laurentian University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Psychology; Empathy; Social work; Thematic analysis; Bachelor; Social psychology; Qualitative research; Sociology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002834869,0.00008953729,0.00009646722,0.00003923463,0.00301889,0.0004577991,0.0002359859,0.0001133545,0.0006823445],"category_scores_gemma":[0.002056172,0.00007016313,0.00005306802,0.002460378,0.0001566689,0.0001768512,0.00003347338,0.000289789,0.00007957059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004503661,"about_ca_system_score_gemma":0.001330521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006405906,"about_ca_topic_score_gemma":0.0022456,"domain_scores_codex":[0.9976124,0.001044107,0.0001689883,0.0002021442,0.0007048383,0.0002675326],"domain_scores_gemma":[0.9987999,0.0006338126,0.00008780789,0.0001377971,0.000263599,0.00007710252],"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":[0.000009045087,0.0001167177,0.007527159,0.000002113326,0.000009458628,3.646064e-7,0.4400654,0.00000126344,0.000002906731,0.4412571,0.09240232,0.01860626],"study_design_scores_gemma":[0.00004475299,0.000002733405,0.08052145,0.000005033259,0.00001335742,3.368058e-7,0.4207109,1.908448e-7,0.000001743649,0.02398059,0.4746566,0.00006239456],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1075387,0.0002888188,0.00007671333,0.7394719,0.002171049,0.0003427285,0.000001646166,0.00002198723,0.1500865],"genre_scores_gemma":[0.9719951,0.00003151473,0.0001246417,0.006893804,0.001299966,0.00007667404,0.00001584565,0.000009502974,0.01955292],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8644564,"threshold_uncertainty_score":0.998279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08106319285041527,"score_gpt":0.3881682383163479,"score_spread":0.3071050454659326,"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."}}