{"id":"W2148747309","doi":"","title":"The Humanistic and Cultural Aspects of Science & Technology Education","year":2004,"lang":"en","type":"article","venue":"","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanism; Curriculum; Pedagogy; Everyday life; Sociology; Science education; Science, technology, society and environment education; Engineering ethics; Social science; Political science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.007299723,0.000259854,0.0002389895,0.00126045,0.007401837,0.01076914,0.0005651852,0.001308363,0.003357031],"category_scores_gemma":[0.006343978,0.000232314,0.0001868873,0.001255055,0.04300736,0.003941071,0.004527566,0.003052262,0.0002657074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004842316,"about_ca_system_score_gemma":0.006622965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01651872,"about_ca_topic_score_gemma":0.03510594,"domain_scores_codex":[0.9930655,0.004242327,0.0001550188,0.0003638162,0.001425614,0.0007478684],"domain_scores_gemma":[0.9906904,0.006187222,0.000497066,0.0005215858,0.0007334017,0.001370363],"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":[0.0000281417,0.00009108125,0.01408865,0.000314068,0.00004294171,0.0005466183,0.2267076,0.0005209724,0.0008529723,0.5911338,0.02456256,0.1411106],"study_design_scores_gemma":[0.00000823544,0.0000592099,0.01693047,0.0006952497,0.0000130924,0.0007957884,0.150871,0.0002336474,0.0005679146,0.2364569,0.5933183,0.00005017383],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1266586,0.05269247,0.009182597,0.2431173,0.002427947,0.00004369087,0.00006106424,0.00005742782,0.565759],"genre_scores_gemma":[0.9454859,0.0191058,0.00203384,0.0136823,0.0004864588,0.00003345547,0.00001525048,0.00002916808,0.01912784],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9925982,"threshold_uncertainty_score":0.03860509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04011441224656528,"score_gpt":0.4198571938169938,"score_spread":0.3797427815704285,"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."}}