{"id":"W4360977835","doi":"10.1007/978-3-031-19592-1_63","title":"Dialectical Perspectives for Researching Lifelong Learning","year":2023,"lang":"en","type":"book-chapter","venue":"Springer international handbooks of education","topic":"Global Educational Policies and Reforms","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute for Christian Studies; University of Toronto","funders":"","keywords":"Dialectic; Lifelong learning; Psychology; Cognitive science; Epistemology; Pedagogy; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006216567,0.0001583866,0.0001979904,0.0003708146,0.0004126672,0.0001020486,0.0003921446,0.0002075557,0.0002933643],"category_scores_gemma":[0.001242519,0.0001549905,0.0002190679,0.00004615394,0.000340244,0.0001350656,0.00008048897,0.0003318184,0.00007143756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005286011,"about_ca_system_score_gemma":0.001650297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001374789,"about_ca_topic_score_gemma":0.0003598683,"domain_scores_codex":[0.9984034,0.00002175319,0.0003235115,0.0003048854,0.0006955984,0.0002508798],"domain_scores_gemma":[0.9981027,0.0003226484,0.0002715795,0.0001270433,0.001049463,0.0001265311],"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":[0.00003036206,0.00005001892,0.00009716641,0.00003417714,0.0001118379,1.759787e-7,0.008975781,0.00001892313,0.00002883701,0.9717308,0.008672344,0.01024957],"study_design_scores_gemma":[0.0001201107,0.00005231796,0.0005096912,0.0004402998,0.00003115019,6.263994e-7,0.007905087,0.00002008209,0.00004042013,0.1324159,0.8582491,0.000215235],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009248986,0.0005706396,0.0001188271,0.006207504,0.005246342,0.0005183217,0.0000462783,0.00007836309,0.9862888],"genre_scores_gemma":[0.04313757,0.0008675384,0.0004665005,0.00006625123,0.004402561,0.00006836793,0.00009860246,0.00004908155,0.9508435],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8495767,"threshold_uncertainty_score":0.6320329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05453178098370143,"score_gpt":0.4070425905871932,"score_spread":0.3525108096034917,"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."}}