{"id":"W2907314106","doi":"10.4324/9781003526070-8","title":"Occupation and Meaning","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Meaning (existential); Sociology; Epistemology; Philosophy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002693842,0.00005644445,0.00005215558,0.00004811061,0.0001392613,0.0001211556,0.00004228083,0.0001195662,0.002865355],"category_scores_gemma":[0.00004709824,0.00005221487,0.00002014063,0.00001138115,0.00008340972,0.0001345936,0.000009657034,0.000138196,0.0005613188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002853643,"about_ca_system_score_gemma":0.0001318573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003299071,"about_ca_topic_score_gemma":0.001970762,"domain_scores_codex":[0.999575,0.000009969181,0.00006301232,0.0001213424,0.000170629,0.00006009971],"domain_scores_gemma":[0.9996121,0.0002349555,0.00003850949,0.00003889118,0.0000343087,0.00004123791],"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":[8.157211e-7,6.742572e-7,0.00001634494,0.00001165795,0.00001095371,6.919827e-7,0.005921816,1.979415e-8,1.477314e-7,0.9849426,0.006273124,0.002821155],"study_design_scores_gemma":[0.00000462971,0.000002726822,0.000004985214,0.00002724688,0.00001920971,2.981732e-7,0.001392425,4.832757e-7,2.255832e-7,0.3182773,0.6802218,0.00004865788],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000004977483,0.0008390443,0.00000415773,0.01012495,0.0004346431,0.00005437598,0.000002099042,0.00004724761,0.9884885],"genre_scores_gemma":[0.00829185,0.000476802,0.0001688325,0.0003126346,0.0007026307,0.000001367619,0.000007978994,0.000008535229,0.9900294],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6739486,"threshold_uncertainty_score":0.9980462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1076322937616404,"score_gpt":0.3840982433720823,"score_spread":0.2764659496104419,"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."}}