{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02375438,0.001334285,0.0006309631,0.003924124,0.01037078,0.01339047,0.001920904,0.008360478,0.006022286],"category_scores_gemma":[0.06387254,0.0005623435,0.0007750892,0.002223099,0.07906976,0.02794769,0.01289466,0.01819564,0.001537025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008502945,"about_ca_system_score_gemma":0.00577213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001657774,"about_ca_topic_score_gemma":0.001144721,"domain_scores_codex":[0.9702331,0.01939414,0.001213774,0.002589395,0.00502695,0.00154266],"domain_scores_gemma":[0.9425637,0.04576116,0.002712355,0.003060225,0.004555547,0.001347125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009699131,0.000009155391,0.00006113687,0.0001156599,0.000003329456,0.0001116367,0.02352851,0.0000714282,0.000153977,0.9598727,0.01027276,0.005789979],"study_design_scores_gemma":[0.00001021154,0.0000202901,0.000087616,0.0006741901,0.000003196079,0.0002283911,0.01154631,0.0001586992,0.0003117892,0.6045647,0.3823755,0.00001909519],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01350344,0.05362465,0.09112053,0.4511812,0.0131402,0.000240466,0.00007092047,0.0003320891,0.3767865],"genre_scores_gemma":[0.7370768,0.03461669,0.02843571,0.1220132,0.01231099,0.001123953,0.00008635588,0.0007076384,0.06362869],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02375438,"threshold_uncertainty_score":0.1256266,"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."}}