{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00961573,0.0005245701,0.0008562012,0.00441205,0.01575905,0.008531857,0.002410057,0.001497749,0.002378798],"category_scores_gemma":[0.009319833,0.0006724573,0.0003386876,0.005157399,0.01822837,0.005195955,0.007466723,0.003461217,0.0002805598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004504942,"about_ca_system_score_gemma":0.003511899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009452224,"about_ca_topic_score_gemma":0.01843265,"domain_scores_codex":[0.9872859,0.01038481,0.0002915258,0.0005148625,0.000676193,0.0008467827],"domain_scores_gemma":[0.9892929,0.008005198,0.0008374239,0.0003952514,0.0006079428,0.0008612992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000006153037,0.00005649126,0.002447457,0.00003650656,0.000002180999,0.0005514766,0.9929383,0.00001229936,0.0001727481,0.001552133,0.0001283572,0.002095928],"study_design_scores_gemma":[0.000001825224,0.00002737798,0.00214037,0.00004162999,0.000002362804,0.0002525843,0.993523,0.00004046659,0.00006623523,0.0003108668,0.003587337,0.000005814961],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894141,0.0006447335,0.0008860502,0.001250339,0.00004120009,0.00008961621,0.00002788107,0.000004215056,0.007641855],"genre_scores_gemma":[0.9965484,0.0009454241,0.0005712506,0.0003123929,0.00003480928,0.00007351414,0.00001809992,0.00001113449,0.001485039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01575905,"threshold_uncertainty_score":0.05085349,"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."}}