{"id":"W4402796054","doi":"10.1007/s11191-024-00556-6","title":"Managing Wide Plurality Through Metarepresentations","year":2024,"lang":"en","type":"article","venue":"Science & Education","topic":"Educational Strategies and Epistemologies","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Université du Québec à Rimouski","funders":"","keywords":"Computer science; Business","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004416705,0.00007486436,0.00006103582,0.0001182356,0.0003487098,0.000300159,0.0002847035,0.00002496121,0.001055779],"category_scores_gemma":[0.00008122488,0.0000654228,0.00003859305,0.0009530557,0.0003972546,0.0008659172,0.00002336229,0.00009234629,0.0006826843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001248205,"about_ca_system_score_gemma":0.001324976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002294363,"about_ca_topic_score_gemma":0.00005017795,"domain_scores_codex":[0.9989689,0.00004048276,0.0001544658,0.0003895571,0.0002092673,0.0002373136],"domain_scores_gemma":[0.9993788,0.0001377267,0.0000326223,0.0003001643,0.0001014611,0.00004920558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000002250032,0.00008684435,0.006243801,0.00002256308,0.00001361898,0.000001159365,0.0114188,0.00003638783,0.000306291,0.9293295,0.04253473,0.01000402],"study_design_scores_gemma":[0.00004440507,0.00003114195,0.4991473,0.00005434554,0.00003546027,0.00003721436,0.0598651,0.0001170915,0.0004173204,0.2933537,0.146662,0.0002349851],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4790191,0.002689876,0.001686128,0.030814,0.01158259,0.0002148503,0.000004348614,0.0001984552,0.4737906],"genre_scores_gemma":[0.9825226,0.00004353006,0.001825581,0.0004531451,0.000252859,0.00006861566,0.00001698828,0.000006052063,0.0148106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6359758,"threshold_uncertainty_score":0.9998574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07610230728291209,"score_gpt":0.450561936693588,"score_spread":0.3744596294106759,"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."}}