{"id":"W2767375576","doi":"10.1080/13691457.2017.1399352","title":"Expert understandings of supervision as a means to strengthen the social service workforce: results from a global Delphi study","year":2017,"lang":"en","type":"article","venue":"European Journal of Social Work","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Workforce; Social work; Delphi method; Public relations; Diversity (politics); Flexibility (engineering); Supervisor; Service (business); Directive; Sociology; Psychology; Business; Political science; Management; Computer science; Marketing; Economics","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":[0.004932242,0.0001757689,0.0003388406,0.0000445388,0.007926069,0.0005855967,0.001646404,0.00007597405,0.0004114502],"category_scores_gemma":[0.002683128,0.0001431749,0.0002196258,0.001049652,0.000350105,0.0004096919,0.0002004317,0.0004000733,0.0001396282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002819146,"about_ca_system_score_gemma":0.0003519852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001434848,"about_ca_topic_score_gemma":0.0008760181,"domain_scores_codex":[0.995187,0.002424058,0.0007313522,0.0002196674,0.001100692,0.0003372341],"domain_scores_gemma":[0.9968911,0.0006183598,0.001389296,0.0002752276,0.0006076283,0.0002184333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001528812,0.0003453798,0.002288986,0.00000150417,0.0001908787,0.00003397938,0.9182505,0.000006292264,0.000009298116,0.007397237,0.04214043,0.02780672],"study_design_scores_gemma":[0.001524981,0.0001611027,0.08810611,0.00006629166,0.0001071955,9.853296e-7,0.6434337,5.122341e-7,0.000001971001,0.001227056,0.2651774,0.0001926808],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6959991,0.00008479635,0.00006357857,0.197184,0.001501233,0.0003115553,0.0000243324,0.0000223672,0.1048091],"genre_scores_gemma":[0.9940511,0.00003164475,0.0002356446,0.001307715,0.003519051,0.0000014118,0.000002033302,0.00002430166,0.00082707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2980521,"threshold_uncertainty_score":0.9933655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1289083919300673,"score_gpt":0.4044307876431612,"score_spread":0.2755223957130939,"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."}}