{"id":"W2599986167","doi":"10.7202/1073254ar","title":"Should We Teach Students to Resist?","year":2020,"lang":"en","type":"article","venue":"Paideusis","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster Divinity College","funders":"","keywords":"Resist; Mathematics education; Psychology; Computer science; Materials science; Nanotechnology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0004369366,0.00005874345,0.00009185335,0.00002648345,0.0002991156,0.0001117137,0.0003456058,0.00004236997,0.001184681],"category_scores_gemma":[0.001037919,0.00005738922,0.0000342677,0.0003233727,0.00004155446,0.00005024401,0.00007642103,0.00008694018,0.001212431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007302525,"about_ca_system_score_gemma":0.0001062132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001615366,"about_ca_topic_score_gemma":0.0001100271,"domain_scores_codex":[0.9987759,0.0001214557,0.0001257084,0.0001852076,0.0005807234,0.000210993],"domain_scores_gemma":[0.9993902,0.00009408362,0.00001396394,0.00008397611,0.00005778509,0.0003600135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001812045,0.0002258066,0.1044635,0.00003126777,0.00004496254,0.000008090266,0.3317972,0.000002202272,0.0001430268,0.08913898,0.4287597,0.04536715],"study_design_scores_gemma":[0.00006177722,0.00001525639,0.01334808,0.000015122,0.000008402287,3.510116e-8,0.01079034,8.96342e-7,0.00004783596,0.003253362,0.9723532,0.000105734],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09632953,0.0001611486,0.0007157204,0.8125672,0.0006871855,0.0003295474,0.000003735755,0.0002994757,0.08890648],"genre_scores_gemma":[0.9482447,0.00007106906,0.003452875,0.04098821,0.0004019082,0.00002893594,0.000001740646,0.000008807159,0.006801765],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8519152,"threshold_uncertainty_score":0.9997284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1279897975406337,"score_gpt":0.4224720307127309,"score_spread":0.2944822331720972,"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."}}