{"id":"W4407257326","doi":"10.1353/nin.2025.a951266","title":"Without a Doubt","year":2025,"lang":"en","type":"article","venue":"Nine","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Epistemology; Philosophy","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":[0.008648342,0.0007983932,0.001232308,0.001932579,0.009866938,0.01235146,0.003213466,0.007962448,0.1023348],"category_scores_gemma":[0.05043757,0.0004159705,0.0007858905,0.001533805,0.01326557,0.01116362,0.008552538,0.02055226,0.06107969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003645228,"about_ca_system_score_gemma":0.006967935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007758304,"about_ca_topic_score_gemma":0.007855974,"domain_scores_codex":[0.9925644,0.001668572,0.0004715878,0.00132999,0.00275971,0.001205729],"domain_scores_gemma":[0.9695077,0.006299267,0.001209999,0.00406744,0.01365522,0.005260394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008387747,0.00005607848,0.0006221056,0.0001516321,0.00001645442,0.0001581299,0.001511694,0.00004634311,0.0002516836,0.481444,0.4931129,0.0225451],"study_design_scores_gemma":[0.00002392958,0.00002374341,0.0005431484,0.0003059183,0.00001194586,0.0001636598,0.002275272,0.0000943896,0.0002804674,0.08965398,0.9065915,0.00003200816],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002469346,0.004272283,0.005736126,0.644662,0.07779354,0.00009608686,0.0004936098,0.0002736761,0.2642034],"genre_scores_gemma":[0.05583914,0.002551995,0.003409168,0.4461994,0.01918041,0.0001886945,0.0003112535,0.0002164742,0.4721034],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1023348,"threshold_uncertainty_score":0.3423442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05003005630876903,"score_gpt":0.4548483382827753,"score_spread":0.4048182819740063,"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."}}