{"id":"W6893789918","doi":"10.5281/zenodo.6006715","title":"Welle ySKILLS Survey 2021 Deutschland","year":2022,"lang":"de","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Health and Medical Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"Data collection; Identification (biology); Statistical analysis; Research methodology; Quarter (Canadian coin)","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007086527,0.000275783,0.0004488885,0.0002719178,0.02580416,0.0002140039,0.001368877,0.0001653665,0.285071],"category_scores_gemma":[0.006360478,0.0002892646,0.0000943452,0.001274991,0.000276075,0.0001200195,0.005992614,0.002179278,0.07476047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00070064,"about_ca_system_score_gemma":0.00007416288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006121296,"about_ca_topic_score_gemma":0.000009449323,"domain_scores_codex":[0.9879711,0.00797579,0.0008031462,0.000749538,0.001092338,0.001408102],"domain_scores_gemma":[0.9966602,0.0005038254,0.0003205577,0.0006920091,0.0008287905,0.0009946129],"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":[0.0002587984,0.0003762127,0.0001878025,0.0002874763,0.0001116166,0.00003908813,0.006462948,0.00001684641,0.00003948597,0.0005874372,0.920162,0.07147028],"study_design_scores_gemma":[0.001349326,0.0005848214,0.008430882,0.00007901328,0.00003677369,0.0000159194,0.00342876,0.0001248057,0.00000474018,0.00006487737,0.9856007,0.0002793887],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1144017,0.03324316,0.004060577,0.08069235,0.02100637,0.0135874,0.03028126,0.003498817,0.6992283],"genre_scores_gemma":[0.8675119,0.01537701,0.0002112849,0.01095892,0.00531347,0.000001801358,0.03260735,0.007840724,0.06017752],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7531102,"threshold_uncertainty_score":0.999956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1009248610180624,"score_gpt":0.3571348922371119,"score_spread":0.2562100312190495,"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."}}