{"id":"W4361795193","doi":"10.3998/mpub.12733416","title":"Jamming the Classroom","year":2023,"lang":"en","type":"book","venue":"University of Michigan Press eBooks","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; Office of the Dean for Research, Princeton University; University of California, Santa Barbara; University of Toronto; University of Oxford; Queen's University; McGill University; Princeton University","keywords":"Jamming; Psychology; Computer science; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001042675,0.0004975325,0.0003472342,0.0011117,0.006905195,0.00845761,0.0008463491,0.001948931,0.007329572],"category_scores_gemma":[0.002869056,0.0002291429,0.000264086,0.0007775238,0.01232866,0.00820677,0.007855038,0.003770212,0.001452827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003149076,"about_ca_system_score_gemma":0.003853653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002920653,"about_ca_topic_score_gemma":0.006620888,"domain_scores_codex":[0.997889,0.001225532,0.00003588444,0.0002187083,0.0003850814,0.0002457817],"domain_scores_gemma":[0.9986167,0.0007206026,0.00007989457,0.0002021143,0.0001377161,0.0002430178],"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":[0.00002673049,0.0001363335,0.0007600153,0.0002083625,0.000004332087,0.0006022272,0.1752751,0.000239627,0.001283492,0.6796809,0.04290027,0.09888262],"study_design_scores_gemma":[0.000009310324,0.00004677306,0.0006124429,0.0004374341,0.00000536478,0.0005473393,0.09136048,0.0002869964,0.000959154,0.1141582,0.7915634,0.00001320337],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06702714,0.005446247,0.0184406,0.02002944,0.001156095,0.0001006441,0.00006069479,0.0005638064,0.8871754],"genre_scores_gemma":[0.7204395,0.00575582,0.007942409,0.006262399,0.0005003755,0.0002575179,0.0000984722,0.0002813131,0.2584623],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.00845761,"threshold_uncertainty_score":0.02451992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03819120321376304,"score_gpt":0.2619643511413847,"score_spread":0.2237731479276216,"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."}}