{"id":"W2406701512","doi":"","title":"Kontextspezifische Erhebung von aufgabenbezogenem Informationssuchverhalten - Entwicklung eines modellbasierten Online-Fragebogens am Beispiel studentischen Informationssuchverhaltens.","year":2011,"lang":"de","type":"article","venue":"Ingénierie des systèmes d information","topic":"Sociology and Education Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00234233,0.0009692534,0.00106165,0.001117597,0.0042683,0.0007582408,0.001385061,0.001036739,0.00109296],"category_scores_gemma":[0.001476018,0.001000981,0.0005290967,0.001797216,0.001825735,0.01378531,0.0004996042,0.0009180935,0.003839842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001037929,"about_ca_system_score_gemma":0.001125483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002339548,"about_ca_topic_score_gemma":0.0002944631,"domain_scores_codex":[0.9927062,0.0005335868,0.003286155,0.0004894871,0.001326446,0.001658101],"domain_scores_gemma":[0.9937713,0.0003876683,0.002213205,0.0009376517,0.002114262,0.0005759098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001672007,0.0005483509,0.02904645,0.0008126521,0.002119782,0.000007045852,0.8637592,0.001017751,0.00001054002,0.02642637,0.03931506,0.03676963],"study_design_scores_gemma":[0.003216621,0.0005677539,0.1741005,0.0009808914,0.002047796,0.00004377966,0.5789245,0.01299275,0.0002830715,0.00923666,0.2142433,0.003362473],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7674413,0.00939646,0.01610498,0.001364474,0.0164896,0.004546805,0.0008466583,0.001495557,0.1823141],"genre_scores_gemma":[0.9829844,0.00504169,0.004814002,0.001554966,0.001207462,0.0003959979,0.001696034,0.00006259287,0.002242875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2848347,"threshold_uncertainty_score":0.9998202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0535852440898544,"score_gpt":0.2983215279655984,"score_spread":0.244736283875744,"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."}}