{"id":"W2403818366","doi":"","title":"AV-Portal für wissenschaftliche Filme: Analyse der Nutzerbedarfe.","year":2011,"lang":"de","type":"article","venue":"Ingénierie des systèmes d information","topic":"Digital Innovation in Industries","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Materials science; Humanities; Art","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","scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication","insufficient_payload"],"category_scores_codex":[0.0009065681,0.000681814,0.0005985259,0.001359763,0.0006697322,0.002860028,0.000648668,0.0005226706,0.003541384],"category_scores_gemma":[0.001132786,0.0007115132,0.0002471612,0.00289253,0.000560578,0.02583295,0.0004106723,0.00051117,0.01017275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000242393,"about_ca_system_score_gemma":0.0002031417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006677776,"about_ca_topic_score_gemma":0.00003119111,"domain_scores_codex":[0.9958091,0.00003215588,0.002128711,0.0003752378,0.0007782335,0.0008766028],"domain_scores_gemma":[0.9951872,0.00005788914,0.00197757,0.0007179737,0.001985023,0.00007432708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006794795,0.0007372857,0.1427605,0.006079123,0.002799267,0.0001676217,0.01967533,0.000303569,0.0001314601,0.2415211,0.4473895,0.1377558],"study_design_scores_gemma":[0.002923434,0.0002005204,0.07989459,0.002125625,0.00160012,0.00008332968,0.02604962,0.00852443,0.002860028,0.0275753,0.8442602,0.00390285],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2974607,0.001194552,0.005146078,0.0003423628,0.005991489,0.001339129,0.0001420307,0.0009930951,0.6873906],"genre_scores_gemma":[0.9927307,0.00004196686,0.0009462532,0.001940791,0.001425451,0.00009150475,0.001292478,0.00007363068,0.001457265],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6952699,"threshold_uncertainty_score":0.9995336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03587877991169822,"score_gpt":0.2443328479952239,"score_spread":0.2084540680835257,"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."}}