{"id":"W3152752621","doi":"10.5539/hes.v11n2p179","title":"Disciplinary Culture and Effective Teaching: A Cultural Anthropological Study","year":2021,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Discipline; Credibility; Sociology; Pedagogy; Higher education; Debriefing; Psychology; Mathematics education; Social science; Social psychology; Epistemology; Political science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003489573,0.0001021932,0.0001629058,0.00002380753,0.001431543,0.0001027655,0.00006623261,0.00004791248,0.0002110302],"category_scores_gemma":[0.0002536792,0.00007435901,0.00002842938,0.0001739795,0.0004325291,0.000129476,0.00007324788,0.0001661198,0.00002457468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001344102,"about_ca_system_score_gemma":0.0001852786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005409361,"about_ca_topic_score_gemma":0.00005479504,"domain_scores_codex":[0.9987013,0.0004938135,0.000133336,0.000274882,0.0002289776,0.0001677044],"domain_scores_gemma":[0.9991949,0.0001817853,0.00003303207,0.00008946859,0.0004078152,0.00009296199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000007653694,0.002158987,0.08884348,0.00002840708,0.0001676825,0.000006549647,0.4424116,7.009155e-8,0.00004000167,0.4126117,0.04878081,0.004943067],"study_design_scores_gemma":[0.0001029438,0.00004780683,0.2336492,0.0000257945,0.00002908441,0.000001660581,0.555546,1.980203e-8,0.00001047662,0.01065059,0.1998308,0.0001056403],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9242661,0.007336864,0.000003963939,0.03442547,0.003038306,0.0003258749,8.447866e-7,0.00008891791,0.03051366],"genre_scores_gemma":[0.9594348,0.0004985251,0.0009887331,0.001036632,0.0004654306,0.0001710955,0.00000464494,0.000004307654,0.03739581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4019611,"threshold_uncertainty_score":0.9998685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08260466669799096,"score_gpt":0.4889010763300581,"score_spread":0.4062964096320671,"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."}}