{"id":"W4389739989","doi":"10.1007/978-3-031-48177-2_3","title":"Thinking in Destitute Times","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Digital Education and Society","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Capitalism; Politics; Democracy; Commodification; Political economy; Environmental ethics; Relation (database); Political science; Sociology; Law; Economy; Economics; 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":[0.0001420861,0.0001092337,0.000116838,0.00008343528,0.00003634095,0.0002670479,0.0006746643,0.0001083393,0.000121557],"category_scores_gemma":[0.0000128066,0.0001013441,0.00007144179,0.00005525082,0.00002516507,0.0002611807,0.0002447996,0.0001512571,0.001825287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004447777,"about_ca_system_score_gemma":0.000163012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001170275,"about_ca_topic_score_gemma":0.00002345535,"domain_scores_codex":[0.9992794,0.000002409935,0.0001388018,0.0002452449,0.0002187301,0.0001154244],"domain_scores_gemma":[0.9995438,0.00004654691,0.00003936587,0.0002989874,0.00002751499,0.00004381769],"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":[5.363705e-8,0.000003103823,0.000003294602,0.000004004169,0.000004181695,0.000006732194,0.0003673686,0.000004247784,5.87207e-8,0.9717467,0.02020761,0.007652652],"study_design_scores_gemma":[0.00004093097,0.000005712526,0.00006184871,0.00006698135,0.000001166277,0.000002191436,0.00001091637,0.0005788587,0.000001869203,0.6691113,0.3299481,0.0001701141],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001021477,0.00002753958,0.007557853,0.00122169,0.0006202584,0.00006111499,7.377955e-7,0.0003045092,0.9902053],"genre_scores_gemma":[0.0001972938,0.00003848831,0.008004075,0.001125418,0.00004238946,0.000002583292,0.000005509364,0.00001213227,0.9905721],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3097405,"threshold_uncertainty_score":0.9989519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03486524424400735,"score_gpt":0.2587809226536117,"score_spread":0.2239156784096044,"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."}}