{"id":"W4401866406","doi":"10.1111/tger.12288","title":"Willkommen: Deutsch für alle & Willkommen: Deutsch für alle 2","year":2024,"lang":"de","type":"article","venue":"Die Unterrichtspraxis/Teaching German","topic":"Linguistic Education and Pedagogy","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.002022916,0.001583402,0.001304126,0.0009652768,0.002724928,0.003730789,0.001479332,0.0005891395,0.01306032],"category_scores_gemma":[0.000499951,0.001491456,0.000870918,0.0002204631,0.0006130697,0.0008648002,0.0006695138,0.003076735,0.01348568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005258724,"about_ca_system_score_gemma":0.0008160507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004005297,"about_ca_topic_score_gemma":0.003184957,"domain_scores_codex":[0.9918493,0.001023921,0.001963521,0.001978698,0.001134418,0.002050121],"domain_scores_gemma":[0.9953272,0.001163453,0.0005191294,0.001730345,0.000373517,0.0008863857],"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":[0.0000908837,0.001065616,0.0006317118,0.0008819292,0.001888583,0.0003258819,0.2304227,0.00001017188,0.00004568991,0.3193109,0.4301911,0.01513489],"study_design_scores_gemma":[0.0008562231,0.0002673856,0.0001152228,0.001032167,0.0008741916,0.0001119144,0.007622755,0.001014303,0.00001575636,0.002954843,0.9833331,0.001802198],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1207244,0.1049264,0.001800923,0.04720569,0.07711042,0.002200929,0.001549136,0.003046411,0.6414357],"genre_scores_gemma":[0.7154341,0.002297064,0.001048883,0.01135821,0.03399573,0.0001575368,0.002474339,0.0005752532,0.2326588],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5947098,"threshold_uncertainty_score":0.9996914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04803304327360196,"score_gpt":0.3854734077314644,"score_spread":0.3374403644578624,"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."}}