{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003859081,0.000519367,0.001030208,0.00118528,0.0005826617,0.001595467,0.0009109518,0.001167129,0.008363811],"category_scores_gemma":[0.03829697,0.0002198987,0.001196539,0.0009173204,0.0009546807,0.001728895,0.00157976,0.001433567,0.0005314641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005594371,"about_ca_system_score_gemma":0.0009649341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002115807,"about_ca_topic_score_gemma":0.001849092,"domain_scores_codex":[0.9968805,0.000991138,0.0003792844,0.000487922,0.0007354592,0.0005256645],"domain_scores_gemma":[0.9508995,0.03169847,0.007371381,0.00209333,0.002092341,0.005844967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01177119,0.002918397,0.9421399,0.0002386999,0.0004619505,0.000203653,0.001863149,0.0003404435,0.001426211,0.0003918638,0.0008241308,0.03742046],"study_design_scores_gemma":[0.0001020764,0.002279229,0.9946356,0.00004914738,0.0001276936,0.0001015778,0.001188452,0.0004661571,0.0002372678,0.0002650381,0.0005282101,0.00001953697],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967146,0.0003500467,0.0002679633,0.000146238,0.00004643143,0.00009257022,0.0002111917,0.00002475039,0.002146145],"genre_scores_gemma":[0.9984238,0.0001006462,0.0002191028,0.00002830502,0.00001739357,0.00006377954,0.0002010948,0.0000105364,0.0009353699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008363811,"threshold_uncertainty_score":0.02797973,"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."}}