{"id":"W2916232379","doi":"10.1093/oso/9780198825272.003.0017","title":"Volunteer Work, Inclusivity, and Social Equality","year":2018,"lang":"en","type":"book-chapter","venue":"Oxford University Press eBooks","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Work (physics); Labour law; Space (punctuation); Public relations; Employment discrimination; Sociology; Political science; Law; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001884575,0.0002457202,0.0002645535,0.0006326371,0.004280681,0.005441502,0.0006015899,0.001619762,0.008831764],"category_scores_gemma":[0.001811812,0.0001333615,0.0002468939,0.0006295884,0.01734906,0.004081662,0.005535651,0.002513055,0.001331468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002385689,"about_ca_system_score_gemma":0.002573971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001790773,"about_ca_topic_score_gemma":0.002530169,"domain_scores_codex":[0.9981896,0.0008774129,0.00004212435,0.0001760852,0.0004377619,0.0002769992],"domain_scores_gemma":[0.9994155,0.0002681237,0.00004982798,0.00009005608,0.00005850139,0.000118032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005098781,0.00001134869,0.00007030043,0.00001894127,6.059768e-7,0.00002368531,0.004714727,0.00004008842,0.00004000936,0.9769228,0.006497519,0.01165506],"study_design_scores_gemma":[0.000007351954,0.00001999833,0.0004587071,0.0002257197,0.000001766213,0.00008509539,0.004168649,0.00009895764,0.0001029604,0.5148349,0.4799892,0.000006694656],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01375233,0.009535057,0.003487669,0.01347561,0.0007654662,0.00003513235,0.00001570614,0.00002861548,0.9589044],"genre_scores_gemma":[0.6209015,0.008977558,0.002623889,0.00548869,0.001045177,0.0001884407,0.00005622976,0.00008162086,0.3606369],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.008831764,"threshold_uncertainty_score":0.02954519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03490809557718908,"score_gpt":0.2390693036728385,"score_spread":0.2041612080956494,"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."}}