{"id":"W4378603082","doi":"10.31235/osf.io/7wcjn","title":"Interviewing Education Experts and Elites","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Educator Training and Historical Pedagogy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kimberly-Clark (Canada)","funders":"National Academy of Education","keywords":"Elite; Skepticism; Situated; Interview; Context (archaeology); Anonymity; Criticism; Power (physics); Public relations; Work (physics); Sociology; Psychology; Political science; Pedagogy; Epistemology; Engineering; Computer science; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02455844,0.000411055,0.0006338755,0.003932541,0.004359988,0.003804134,0.0008198223,0.001715019,0.005882267],"category_scores_gemma":[0.03129619,0.00043052,0.0002382867,0.003266067,0.004360806,0.004606676,0.005037942,0.00156881,0.0009547294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003399524,"about_ca_system_score_gemma":0.002908711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002751042,"about_ca_topic_score_gemma":0.004571939,"domain_scores_codex":[0.9776185,0.01517825,0.001135133,0.001551936,0.001938752,0.002577447],"domain_scores_gemma":[0.9748701,0.01834573,0.001637241,0.001373133,0.002200981,0.00157281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002133056,0.0001450357,0.01251188,0.0003069949,0.00002362813,0.001169431,0.890909,0.000381932,0.004247033,0.02794455,0.004728563,0.05741865],"study_design_scores_gemma":[0.00006345694,0.0001986945,0.01172426,0.0005887153,0.00002312448,0.0007064762,0.7839865,0.001255309,0.001909102,0.03033753,0.169156,0.00005085437],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8965227,0.001103458,0.03613469,0.004279734,0.000258833,0.001997669,0.0003599497,0.0000540821,0.05928895],"genre_scores_gemma":[0.9573284,0.001034334,0.01699018,0.00229764,0.0002585205,0.002226257,0.0002823744,0.00003892059,0.01954349],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02455844,"threshold_uncertainty_score":0.129879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3420968269685664,"score_gpt":0.4814314029723974,"score_spread":0.139334576003831,"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."}}