{"id":"W4388906598","doi":"10.1007/978-3-031-41057-4_5","title":"Germinating a Weird Pedagogy","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Critical and Liberation Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Sketch; Solidarity; Pedagogy; Situated; Focus (optics); Epistemology; Sociology; Aesthetics; Art; Philosophy; Political science; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003164409,0.0001401033,0.0002073066,0.00009912621,0.0003548924,0.000092133,0.0001679674,0.0003374497,0.02452433],"category_scores_gemma":[0.000182251,0.0001348186,0.0001290671,0.00003170695,0.0002387919,0.00007282076,0.00006696163,0.0002475502,0.005352295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004768792,"about_ca_system_score_gemma":0.0003097815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007098077,"about_ca_topic_score_gemma":0.005884138,"domain_scores_codex":[0.9988012,0.00002367257,0.000234375,0.0002617521,0.0004075325,0.0002714957],"domain_scores_gemma":[0.9992426,0.0003149011,0.00005056678,0.0001292429,0.0001180029,0.0001446797],"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":[9.403335e-7,0.000002886662,0.000001415189,0.000007942805,0.000006784484,0.00001933043,0.001204276,8.054599e-8,0.000001124082,0.9610162,0.01023956,0.02749949],"study_design_scores_gemma":[0.00003847635,0.00001046141,0.000006224017,0.00002134061,0.00001159062,6.652025e-7,0.0004548689,0.000005627576,9.552527e-7,0.1717147,0.8275799,0.0001551562],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000006742453,0.00003291197,0.0000450317,0.006892837,0.0005693276,0.0001998642,0.000009417004,0.0003854165,0.9918584],"genre_scores_gemma":[0.0002448116,0.0001056714,0.0001489344,0.0005828363,0.001377617,0.00001118337,0.00001425476,0.0000367496,0.9974779],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8173404,"threshold_uncertainty_score":0.9954221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08481837711009788,"score_gpt":0.4068768826942103,"score_spread":0.3220585055841124,"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."}}