{"id":"W2373867752","doi":"","title":"Classification and Effect of Fundamental Activity Experience","year":2009,"lang":"en","type":"article","venue":"Kyouikugaku no kenkyuu to jissen","topic":"Education and Learning Interventions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Science North","funders":"","keywords":"Psychology; Process (computing); Subject (documents); Content (measure theory); Cognitive psychology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002567873,0.0001056048,0.0001404632,0.0001079396,0.00009810452,0.00008728734,0.0003289221,0.00004407129,0.000071255],"category_scores_gemma":[0.000139974,0.00009648809,0.00005588426,0.0002712782,0.00003846531,0.0003094464,0.00006305888,0.0001027895,0.0001076204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003576593,"about_ca_system_score_gemma":0.00002316065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003407491,"about_ca_topic_score_gemma":0.000002264459,"domain_scores_codex":[0.9991015,0.0001073082,0.0001566212,0.0002933643,0.0001848837,0.0001563523],"domain_scores_gemma":[0.9992724,0.00008326647,0.00009057883,0.0003673111,0.00006639319,0.0001200616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001591052,0.00008631733,0.9804206,0.00001090138,0.000004495992,6.269941e-7,0.001726631,0.000004196577,0.01339458,0.002715647,0.0009123421,0.0007077357],"study_design_scores_gemma":[0.0001630522,0.0005300688,0.99413,0.00003189992,0.00000337806,0.000006200089,0.00007314725,0.001363124,0.0001908928,0.00004656018,0.003365005,0.00009671436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959047,0.0000302833,0.0001488493,0.001754774,0.0002251444,0.0001867031,0.000001117215,0.00008138995,0.001667041],"genre_scores_gemma":[0.9959325,0.000003335008,0.002787219,0.000183549,0.00003921955,0.00001947024,0.000001626081,0.000004041004,0.001029034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01370934,"threshold_uncertainty_score":0.393467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0238424383684515,"score_gpt":0.3414431267535528,"score_spread":0.3176006883851012,"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."}}