{"id":"W857057317","doi":"","title":"'Let Yourself Shine Through': Looking At and Through Students’ Invention of Ethos","year":2010,"lang":"en","type":"article","venue":"Sound Ideas (University of Puget Sound)","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Ethos; Aesthetics; Mathematics education; Pedagogy; Psychology; Epistemology; Philosophy; Linguistics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006710233,0.0000990023,0.000199093,0.00005541957,0.0007578756,0.00004715029,0.0003498219,0.0001473987,0.0008072692],"category_scores_gemma":[0.0001825187,0.0001207212,0.00008410715,0.0002398811,0.0008985832,0.0004418298,0.0001879509,0.0002029442,0.00002675356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009319768,"about_ca_system_score_gemma":0.0001185401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002107116,"about_ca_topic_score_gemma":0.004356926,"domain_scores_codex":[0.9986928,0.000125949,0.0001518006,0.0002287203,0.0005732606,0.0002274802],"domain_scores_gemma":[0.999258,0.0001280871,0.0001520374,0.0001723971,0.0001903815,0.00009911271],"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":[0.00001386255,0.0001117779,0.07566208,0.00003197228,0.00003889358,0.000001924943,0.1104072,4.159711e-7,0.00006195957,0.8132539,0.0003621741,0.00005388325],"study_design_scores_gemma":[0.0003770112,0.00002577915,0.01995764,0.00002385377,0.00004204767,0.000001523593,0.05850786,0.000002050213,0.000006170239,0.9115186,0.009416871,0.0001206148],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807444,0.00007527674,0.001607569,0.002082309,0.0005168573,0.0001602512,0.000006596928,0.00004280117,0.01476391],"genre_scores_gemma":[0.9905156,0.0001296674,0.006112107,0.0001560614,0.00007184038,3.419561e-7,0.00001087899,0.000006896612,0.002996641],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0982647,"threshold_uncertainty_score":0.8839032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03214051776644231,"score_gpt":0.32879882627333,"score_spread":0.2966583085068877,"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."}}