{"id":"W4385219919","doi":"10.5465/amproc.2023.16109symposium","title":"Connection in Unexpected Places: How, Why, and With What Consequences Workers Connect with Clients","year":2023,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto","funders":"","keywords":"Scholarship; Sociology; Power (physics); Variety (cybernetics); Ethnography; Coaching; Psychology; Public relations; Media studies; Law; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004908919,0.0004033,0.0004824145,0.001247262,0.01479857,0.00891855,0.001889296,0.002750437,0.006525859],"category_scores_gemma":[0.01877385,0.0005480855,0.000505353,0.001136293,0.01377447,0.008603371,0.01075245,0.003239521,0.0009796027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003810506,"about_ca_system_score_gemma":0.003691444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006993019,"about_ca_topic_score_gemma":0.01121264,"domain_scores_codex":[0.9889051,0.006817236,0.0002655204,0.000905326,0.001333883,0.001772998],"domain_scores_gemma":[0.9907842,0.004368585,0.001397636,0.0006800963,0.000574307,0.002195257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006077375,0.00006777992,0.02564904,0.0001152839,0.00002619511,0.002301106,0.927837,0.0001127384,0.0007613578,0.009590229,0.00302996,0.03044845],"study_design_scores_gemma":[0.000006107904,0.00005271621,0.01004695,0.0001772954,0.00001673848,0.0007915192,0.9724398,0.000149809,0.0001807059,0.005175896,0.01093724,0.0000252346],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9513885,0.001286942,0.002904822,0.0125681,0.0001315692,0.00004467158,0.00002636707,0.00006541896,0.03158367],"genre_scores_gemma":[0.995928,0.0005280188,0.0003562795,0.0004127185,0.00002244194,0.00003226614,0.00001145186,0.00002897602,0.002679811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01479857,"threshold_uncertainty_score":0.02764732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0390314286056706,"score_gpt":0.3264198660339168,"score_spread":0.2873884374282462,"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."}}