{"id":"W4399997370","doi":"10.1007/978-3-031-58056-7_13","title":"Why Does Epistemology Matter? A Personal Journey","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Educational Strategies and Epistemologies","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto; York University; Harvard University","keywords":"Epistemology; Philosophy; Psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001472737,0.0004650162,0.000505466,0.0002082264,0.0001005052,0.0001235635,0.0003482364,0.0007214117,0.2522967],"category_scores_gemma":[0.000004972414,0.0003106322,0.0003497322,0.00002552388,0.0004074001,0.00004341447,0.000116859,0.0007243154,0.02553368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000115724,"about_ca_system_score_gemma":0.00009725725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005251977,"about_ca_topic_score_gemma":0.0002581296,"domain_scores_codex":[0.9981536,0.00002819796,0.0004699823,0.0007215782,0.000208059,0.0004186346],"domain_scores_gemma":[0.999045,0.0001881674,0.0001612058,0.0004037436,0.00008325653,0.0001186051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001437189,0.00001208398,0.00007729733,0.00007130309,0.0002414616,0.0001224375,0.0003288,6.481994e-8,8.48865e-7,0.5087416,0.4902961,0.0000937352],"study_design_scores_gemma":[0.00007245666,0.00005217917,0.0003979606,0.00008637327,0.00008066534,0.0005148944,0.0008204731,5.78441e-7,4.117639e-7,0.2663448,0.7312993,0.0003298231],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001278442,0.004268001,0.00001778951,0.03916657,0.007223958,0.0001917505,0.0001153831,0.0001712045,0.9487175],"genre_scores_gemma":[0.002268829,0.0001166215,0.00009692274,0.006407592,0.001483282,0.00004678734,0.0001014026,0.0001016377,0.9893769],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2423967,"threshold_uncertainty_score":0.9999346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0478987463135498,"score_gpt":0.3240728743871787,"score_spread":0.2761741280736289,"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."}}