{"id":"W4383873738","doi":"10.36510/learnland.v16i1.1104","title":"Education [and Schooling] in a Pivotal Time","year":2023,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Education Methods and Practices","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Process (computing); Work (physics); Home education; Psychology; Sociology; Mathematics education; Pedagogy; Computer science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001428809,0.000036894,0.00005843018,0.0001211623,0.0002507876,0.00009951475,0.00005246644,0.00004299654,0.0002981156],"category_scores_gemma":[0.001614578,0.00003617834,0.00001134754,0.0003999788,0.00002096884,0.0001911577,0.00001362935,0.0001541237,0.0003390027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001291213,"about_ca_system_score_gemma":0.0001625428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008948008,"about_ca_topic_score_gemma":0.0003233934,"domain_scores_codex":[0.9991954,0.000383439,0.00007415608,0.0001077703,0.0001048147,0.0001344045],"domain_scores_gemma":[0.9993483,0.000495023,0.0000454885,0.00003712103,0.00002435231,0.00004964531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001290703,0.00006370273,0.7128553,0.00002078147,0.00000789182,0.000002011133,0.07277333,0.0001721463,0.0003599862,0.007405469,0.004739773,0.2015867],"study_design_scores_gemma":[0.0001171788,0.00002046846,0.1474604,0.00004218439,0.000005770707,0.000001210869,0.02888693,0.0006057078,0.00001006741,0.002586297,0.8201464,0.0001173126],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9413683,0.0003289233,0.000007152138,0.005057303,0.0002006072,0.00005473419,1.724935e-7,0.0001023409,0.05288047],"genre_scores_gemma":[0.9738003,0.0004994038,0.001496886,0.00008924131,0.0003703225,0.00001467393,0.000007288403,0.000006762369,0.02371511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8154067,"threshold_uncertainty_score":0.4357307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02220264155062085,"score_gpt":0.3842497130038426,"score_spread":0.3620470714532217,"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."}}