{"id":"W4376482036","doi":"10.1007/978-3-031-23245-9_2","title":"Meritocratism, Errors, and The Community of Inquiry","year":2023,"lang":"en","type":"book-chapter","venue":"Mathematics in mind","topic":"Pragmatism in Philosophy and Education","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Psychology","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":[0.006222704,0.0003623546,0.0006868237,0.001701178,0.005351562,0.01017689,0.001347668,0.002942719,0.005083924],"category_scores_gemma":[0.01513,0.0002781871,0.0002513936,0.002062524,0.0451417,0.0107099,0.003336209,0.005493553,0.0006746411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005497504,"about_ca_system_score_gemma":0.004704633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003861654,"about_ca_topic_score_gemma":0.004751498,"domain_scores_codex":[0.9942853,0.003677221,0.0001256964,0.0003734988,0.001232851,0.000305498],"domain_scores_gemma":[0.9853665,0.01094846,0.0006028644,0.001626584,0.001101555,0.0003541233],"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":[0.000001836453,0.000002387655,0.00002414366,0.000005102742,4.19547e-7,0.000004539736,0.0007122287,0.00003630063,0.000006837626,0.9965911,0.001241247,0.00137388],"study_design_scores_gemma":[0.000003076753,0.00000142944,0.00003733258,0.000013899,5.017299e-7,0.00001173003,0.0003517534,0.0001664358,0.00001740861,0.9877479,0.01164721,0.000001327476],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01967254,0.01336532,0.02961643,0.05147621,0.0007286724,0.0000396401,0.00005148959,0.0001237045,0.8849261],"genre_scores_gemma":[0.883496,0.002581022,0.009009088,0.001893915,0.000907389,0.0001286416,0.00004020214,0.0001346212,0.1018092],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01017689,"threshold_uncertainty_score":0.03988737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.140528313672951,"score_gpt":0.2852928958578553,"score_spread":0.1447645821849043,"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."}}