{"id":"W4406992466","doi":"10.1002/sce.21951","title":"Affective Politics of Belonging to STEM: Some Conceptual and Methodological Considerations","year":2025,"lang":"en","type":"article","venue":"Science Education","topic":"Youth Education and Societal Dynamics","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Politics; Science education; Psychology; Sociology; Epistemology; Social psychology; Mathematics education; Political science; Philosophy; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001498949,0.00004892085,0.00009406474,0.0001730486,0.00095706,0.00008193362,0.0001181381,0.00004384276,0.0000246135],"category_scores_gemma":[0.002637051,0.00004891892,0.00001989063,0.0007663408,0.001726301,0.0002955087,0.00003827032,0.00006111553,0.000003512977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001826271,"about_ca_system_score_gemma":0.004305651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005945638,"about_ca_topic_score_gemma":0.0001438761,"domain_scores_codex":[0.9990783,0.0001922558,0.0001336077,0.0001951409,0.0002131861,0.0001874723],"domain_scores_gemma":[0.9987717,0.000602156,0.00005035009,0.0001013531,0.0003426004,0.0001318966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[4.102604e-7,0.00003771613,0.004231441,0.000003035422,0.000001718715,1.282194e-8,0.04182893,0.000007164786,0.0005087232,0.9511424,0.0003511172,0.001887327],"study_design_scores_gemma":[0.0001571145,0.0000725545,0.2680039,0.00008562398,0.0000340912,0.000001308907,0.4216412,0.0001608921,0.002423413,0.3042914,0.00287305,0.000255421],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97044,0.00009225038,0.001480635,0.01270315,0.00148065,0.0003178176,0.000004278862,0.00002283698,0.01345834],"genre_scores_gemma":[0.9896308,0.0000145512,0.006623085,0.001273357,0.00007276877,0.00001517542,0.000001091507,0.00000149965,0.002367657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.646851,"threshold_uncertainty_score":0.7638041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08692096954240279,"score_gpt":0.4436178339737886,"score_spread":0.3566968644313858,"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."}}