{"id":"W4210472718","doi":"10.23919/jsc.2021.0035","title":"Critical Technical Awakenings","year":2021,"lang":"en","type":"article","venue":"Journal of Social Computing","topic":"Digital Education and Society","field":"Computer Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Phenomenon; Order (exchange); Consciousness; Epistemology; Sociology; Psychology; Critical consciousness; Engineering ethics; Philosophy; Pedagogy; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0004522422,0.00005827965,0.0001598229,0.00002972534,0.0001938143,0.0003367921,0.0003709778,0.00005585814,0.00001422708],"category_scores_gemma":[0.0006634269,0.00005708926,0.0001925795,0.0003235873,0.00005689629,0.0004181933,0.0001762798,0.000289139,0.000007677087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006143079,"about_ca_system_score_gemma":0.0003417559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.416021e-7,"about_ca_topic_score_gemma":1.637764e-7,"domain_scores_codex":[0.9990296,0.00005438122,0.0003324033,0.0001022224,0.0003178269,0.0001636005],"domain_scores_gemma":[0.9988716,0.000214609,0.0001489613,0.0000778457,0.0005936523,0.00009332508],"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":[0.000003252542,0.0003844791,0.0006363952,0.00002982197,0.00004151973,0.0002197311,0.01063775,0.00002456656,0.002299426,0.8692333,0.03513189,0.08135789],"study_design_scores_gemma":[0.005144767,0.000985887,0.2195805,0.0008662279,0.0001793542,0.01239822,0.02519658,0.03222902,0.01167978,0.2438213,0.4450257,0.002892744],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09403797,0.0002580859,0.8379269,0.02899813,0.00242458,0.00002960052,4.945874e-7,0.00009860364,0.03622567],"genre_scores_gemma":[0.9310603,0.000001712594,0.0671182,0.001176389,0.0005535543,6.786505e-8,1.602145e-7,0.000003919406,0.00008571032],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8370223,"threshold_uncertainty_score":0.3247693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01928376044555187,"score_gpt":0.3305083448055357,"score_spread":0.3112245843599838,"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."}}