{"id":"W4417287405","doi":"10.1093/bjsw/bcaf139","title":"Book Review - Dare to Lead: Brave Work. Tough Conversations. Whole Hearts, Brené Brown","year":2025,"lang":"en","type":"article","venue":"The British Journal of Social Work","topic":"Interdisciplinary Cultural and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Exposition (narrative); Clothing; Feature (linguistics); Face (sociological concept)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001068232,0.0001244647,0.0004279906,0.00002818269,0.006738241,0.0004629896,0.0005016399,0.0000979366,0.0007611996],"category_scores_gemma":[0.0003791334,0.0001073182,0.000337251,0.00114381,0.0004819502,0.0002697406,0.0001615631,0.0004327197,0.00009421015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002584952,"about_ca_system_score_gemma":0.0001972491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003372649,"about_ca_topic_score_gemma":0.000549053,"domain_scores_codex":[0.9980892,0.0004302054,0.0004839153,0.0001359665,0.0005034073,0.0003573141],"domain_scores_gemma":[0.9988883,0.0001619456,0.0002403091,0.00007004179,0.0005471657,0.0000923081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002967009,0.0000273827,0.00007096106,0.00002752309,0.00009116415,0.00002210485,0.01533506,0.000001041499,0.000001972926,0.0008102277,0.9530119,0.03057095],"study_design_scores_gemma":[0.0001743091,0.00002590748,0.00683083,0.002860384,0.00009313036,0.000008251336,0.01124385,2.241389e-8,0.000002478756,0.001450599,0.9771783,0.0001319661],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.006498021,0.309989,0.00006360292,0.5988796,0.001998742,0.0007990942,0.0000226697,0.00005774932,0.08169145],"genre_scores_gemma":[0.1480157,0.06656749,0.000241338,0.1263147,0.006835552,0.00005414794,0.00001287335,0.0000411845,0.651917],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5702255,"threshold_uncertainty_score":0.9945549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0183497883267407,"score_gpt":0.3137442962450572,"score_spread":0.2953945079183166,"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."}}