{"id":"W4403236171","doi":"10.1080/23303131.2024.2409495","title":"Points of View from Human Service Leaders: Carolyn Peters","year":2024,"lang":"en","type":"article","venue":"Human Services Organizations Management Leadership & Governance","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Service (business); Human services; Management; Sociology; Psychoanalysis; Psychology; Political science; Business; Law; Economics; Marketing","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005000687,0.0002446383,0.0002555193,0.0001235745,0.001223449,0.000409538,0.0009224101,0.000133568,0.007313049],"category_scores_gemma":[0.00006013338,0.0002912281,0.00007705158,0.003589276,0.000194359,0.001045515,0.000113009,0.000246654,0.001103558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002539508,"about_ca_system_score_gemma":0.0001145102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00530267,"about_ca_topic_score_gemma":0.0152321,"domain_scores_codex":[0.9974707,0.0003120134,0.0004735639,0.000542288,0.0007644746,0.0004369066],"domain_scores_gemma":[0.9984823,0.0002048336,0.0004023357,0.0004719999,0.0003054209,0.0001331014],"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":[0.000009644269,0.0002888552,0.006963714,0.002355212,0.0004836811,0.0000187775,0.1812085,0.00003543538,0.0003165643,0.7826549,0.02403191,0.00163288],"study_design_scores_gemma":[0.0003605963,0.00002227857,0.0220671,0.0007014401,0.0003632563,3.386961e-7,0.2511765,0.00002515481,0.0001320661,0.003978516,0.7206662,0.0005066287],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1614798,0.01530754,0.002123392,0.3696604,0.005405632,0.0033267,0.000260058,0.002653246,0.4397832],"genre_scores_gemma":[0.9745498,0.0003867641,0.0004265586,0.005568054,0.0005241415,0.00002889797,0.0001734893,0.00007097347,0.01827131],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8130699,"threshold_uncertainty_score":0.999954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06561233559198534,"score_gpt":0.3408182168889979,"score_spread":0.2752058812970125,"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."}}