{"id":"W4411558184","doi":"10.1145/3713043.3727052","title":"Beyond the Algorithm: Speculative Approaches to Critical AI Literacies with Diverse Youth","year":2025,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.000313732,0.0001155196,0.0001038951,0.00008154495,0.000365259,0.0006154376,0.0005723828,0.00002796841,0.000005809152],"category_scores_gemma":[0.00008921501,0.00006459672,0.00003888628,0.0004662797,0.0001043243,0.0002902397,0.0003305647,0.0002756777,0.00002300921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002104356,"about_ca_system_score_gemma":0.00003794357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005997258,"about_ca_topic_score_gemma":0.000006953732,"domain_scores_codex":[0.9990082,0.0001224829,0.00009697374,0.000326127,0.0001966346,0.0002495405],"domain_scores_gemma":[0.9992899,0.0002000106,0.00001480814,0.0003792077,0.00005022025,0.00006588198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004883254,0.00004490721,0.0004654976,0.000005831073,0.00002449501,0.000006807727,0.03650154,0.0002260094,8.510445e-7,0.5340922,0.0003790731,0.428248],"study_design_scores_gemma":[0.002527737,0.002101748,0.02328652,0.0007003628,0.00034991,0.00009850185,0.125888,0.4048344,0.001483933,0.0581132,0.3776484,0.002967323],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001184816,0.00004483009,0.9698575,0.01946754,0.0001536615,0.0001226292,0.000001230641,0.0002279886,0.008939869],"genre_scores_gemma":[0.5962787,2.044087e-7,0.3993067,0.002046574,0.00003899011,0.00001031272,0.000001221089,0.000003933415,0.002313363],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5950939,"threshold_uncertainty_score":0.593468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0601006148103573,"score_gpt":0.2822104508326306,"score_spread":0.2221098360222733,"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."}}