{"id":"W4401811897","doi":"10.12968/eyed.2024.24.11.10","title":"Natural learning","year":2024,"lang":"en","type":"article","venue":"Early Years Educator","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Natural (archaeology); Computer science; Psychology; Geography","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":[0.001642551,0.0003724434,0.0002681485,0.0007202468,0.00177127,0.004198068,0.001084621,0.0009303812,0.1309086],"category_scores_gemma":[0.003875027,0.0001386503,0.0003450921,0.0007033529,0.001896993,0.002605312,0.003551589,0.001225391,0.03248883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001459691,"about_ca_system_score_gemma":0.002503924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001456348,"about_ca_topic_score_gemma":0.004062076,"domain_scores_codex":[0.9988714,0.0003291794,0.00005067674,0.0002451183,0.0004166618,0.0000869298],"domain_scores_gemma":[0.9984527,0.0004673897,0.00006791577,0.0004268789,0.0002654766,0.0003196553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004905553,0.0002235438,0.001480081,0.0004292119,0.00001285804,0.000170452,0.002021901,0.0006666531,0.0009243361,0.2586343,0.2157986,0.519589],"study_design_scores_gemma":[0.000006783877,0.00002943207,0.0006518055,0.0001903374,0.000001684285,0.0001240491,0.0007546344,0.0001795542,0.0001998883,0.05009064,0.9477649,0.000006391914],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002989586,0.001760487,0.01660659,0.005192907,0.0007446647,0.0001443309,0.0003228865,0.0003682085,0.9718704],"genre_scores_gemma":[0.1277599,0.006075388,0.03491848,0.006180818,0.0006758026,0.0006824515,0.001474523,0.0002983585,0.8219343],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1309086,"threshold_uncertainty_score":0.437933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.020791912289734,"score_gpt":0.3878369087846998,"score_spread":0.3670449964949658,"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."}}