{"id":"W4281991562","doi":"10.29173/assert36","title":"Paradigm shift","year":2022,"lang":"en","type":"article","venue":"Annals of Social Studies Education Research for Teachers","topic":"Innovations in Educational Methods","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Root (linguistics); Paradigm shift; Injustice; Economics education; Sociology; Mathematics education; Engineering ethics; Pedagogy; Political science; Psychology; Epistemology; Primary education; Engineering; Social psychology; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04261334,0.001225305,0.001486785,0.002916504,0.006233308,0.0185419,0.005084744,0.009226812,0.01540329],"category_scores_gemma":[0.03453464,0.0004973147,0.001946866,0.001854429,0.03086835,0.0205412,0.01161897,0.02259267,0.006067297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01538311,"about_ca_system_score_gemma":0.02037032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002583397,"about_ca_topic_score_gemma":0.002105621,"domain_scores_codex":[0.9636788,0.01628982,0.0015605,0.005724721,0.01062248,0.002123748],"domain_scores_gemma":[0.9636341,0.01299797,0.001667157,0.006421237,0.01168886,0.003590705],"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":[0.00001554395,0.00003463359,0.0001242962,0.000109662,0.00001062182,0.00003434942,0.002047492,0.00008997519,0.000090003,0.9653226,0.01922001,0.01290088],"study_design_scores_gemma":[0.00001817882,0.00002970806,0.0001314979,0.0003576565,0.000007117625,0.0001137915,0.001618505,0.0002925399,0.0001266948,0.7064666,0.2908171,0.00002066961],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.005707998,0.01299286,0.09344306,0.6564447,0.01786019,0.0002250039,0.0002134319,0.0002889147,0.2128239],"genre_scores_gemma":[0.3531442,0.02111162,0.1411937,0.3493016,0.02208173,0.002292948,0.0007246772,0.0007690114,0.1093804],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04261334,"threshold_uncertainty_score":0.2253636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.58908784589844,"score_gpt":0.6610430934494659,"score_spread":0.07195524755102589,"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."}}