{"id":"W4395662928","doi":"10.1007/978-3-031-54783-6_7","title":"Education in the Neganthropocene: A Pharmacological Search","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Digital Media and Philosophy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Advanced Education","funders":"","keywords":"Psychology; Medicine","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":[0.0001531243,0.0001497312,0.0001193234,0.0001356856,0.00002581718,0.0002809476,0.001006404,0.0001127984,0.0002523098],"category_scores_gemma":[0.000004260583,0.00008623848,0.00007313096,0.00008308362,0.00007799685,0.000158912,0.0002099388,0.0004396519,0.001449273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003524958,"about_ca_system_score_gemma":0.0003480818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007510146,"about_ca_topic_score_gemma":0.000002978654,"domain_scores_codex":[0.9990338,0.00001406929,0.0001482057,0.0003331597,0.0003259211,0.0001448285],"domain_scores_gemma":[0.999495,0.0001221772,0.00001805069,0.000280724,0.00003171321,0.00005234467],"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":[9.615853e-7,0.00003379098,8.742479e-7,0.00001419461,0.000007082793,0.00004120083,0.0001398809,3.749012e-7,0.000001881896,0.9306684,0.01062082,0.05847051],"study_design_scores_gemma":[0.00003484997,0.0000552271,0.000006398046,0.00004846292,0.000007128655,0.00002473089,0.000008661951,0.0002096045,0.000020034,0.6768873,0.3225767,0.0001208964],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002761076,0.0007055356,0.0003568003,0.01113693,0.00126819,0.00024722,0.000002365806,0.00007535983,0.98618],"genre_scores_gemma":[0.05242791,0.0002301336,0.0007693092,0.005106836,0.0008793361,0.00003163424,0.00001257001,0.00001963299,0.9405227],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3119558,"threshold_uncertainty_score":0.9993282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04161720388159214,"score_gpt":0.3241667417732729,"score_spread":0.2825495378916808,"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."}}