{"id":"W4388906612","doi":"10.1007/978-3-031-41057-4_4","title":"Working at the Edge of Extinction","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Youth Education and Societal Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Aesthetics; Solidarity; Pedagogy; Sociology; Political science; Art; Law","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":[0.002169048,0.0005261786,0.0004380869,0.0006617063,0.007760698,0.008618261,0.00128475,0.002971401,0.01939387],"category_scores_gemma":[0.002981872,0.0002261813,0.00029711,0.000543581,0.01955493,0.01076576,0.007523905,0.007366969,0.005307337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002673641,"about_ca_system_score_gemma":0.004857678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004598914,"about_ca_topic_score_gemma":0.009860484,"domain_scores_codex":[0.9988423,0.0005621989,0.000017441,0.0001135539,0.0001950683,0.0002695112],"domain_scores_gemma":[0.9991671,0.0002640974,0.00004318171,0.00007960448,0.0001404229,0.000305585],"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":[0.000006146029,0.00001962817,0.0001501564,0.00002919255,0.00000236274,0.00009059904,0.01610856,0.00006587859,0.0001322792,0.884892,0.07328709,0.02521604],"study_design_scores_gemma":[0.000002940261,0.000008693131,0.0001347192,0.0001728543,0.000002010205,0.00009122143,0.01210348,0.00007138828,0.0001101778,0.2229341,0.7643639,0.000004664686],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004838103,0.006817245,0.003480914,0.03912187,0.002251316,0.0000215513,0.00001440995,0.00007225784,0.9433823],"genre_scores_gemma":[0.1891514,0.00832912,0.004368727,0.02094885,0.001425344,0.00009529735,0.00005061706,0.0003480419,0.7752825],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01939387,"threshold_uncertainty_score":0.06487894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08750688569067389,"score_gpt":0.3231183270063899,"score_spread":0.235611441315716,"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."}}