{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.03398615,0.001154809,0.001297071,0.005515616,0.009905337,0.01679209,0.005276539,0.002761234,0.00829585],"category_scores_gemma":[0.02934082,0.0008397155,0.001241967,0.00522316,0.03761739,0.01138962,0.008733479,0.006974306,0.0005137065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01069713,"about_ca_system_score_gemma":0.005536966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02032229,"about_ca_topic_score_gemma":0.02552535,"domain_scores_codex":[0.9864541,0.01110107,0.0003827699,0.0007195063,0.0008436634,0.0004989919],"domain_scores_gemma":[0.9700763,0.02339109,0.001431753,0.002079817,0.00240129,0.0006196748],"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":[0.00003187279,0.00007787145,0.001650597,0.0002116846,0.00001386887,0.0001194422,0.04163514,0.0003157745,0.0002140937,0.9481562,0.0009595206,0.006613946],"study_design_scores_gemma":[0.00004680575,0.00007645439,0.006169301,0.0009770949,0.00007091249,0.0001795217,0.1671478,0.005691721,0.000754991,0.7848768,0.03392436,0.00008409246],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2993536,0.02026509,0.315247,0.1786199,0.00261075,0.002176401,0.001089273,0.0001180408,0.1805199],"genre_scores_gemma":[0.9002467,0.004628582,0.07322091,0.005675056,0.001122268,0.005758727,0.0002477082,0.000124698,0.008975295],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9900947,"threshold_uncertainty_score":0.1797381,"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."}}