{"id":"W6893851065","doi":"10.5281/zenodo.6006716","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001212042,0.0005215055,0.0006145015,0.002029756,0.000507738,0.001029555,0.000530754,0.00084698,0.03442896],"category_scores_gemma":[0.003344334,0.0004667223,0.0003469012,0.004685897,0.0001666609,0.0007146288,0.0009312663,0.000611569,0.02499278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00239911,"about_ca_system_score_gemma":0.003340623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1416672,"about_ca_topic_score_gemma":0.2181496,"domain_scores_codex":[0.9983944,0.0003585221,0.0002570879,0.0002617132,0.0004176836,0.0003105912],"domain_scores_gemma":[0.9975816,0.0003660756,0.0005103651,0.0001582715,0.001073136,0.0003104464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001528493,0.00002669083,0.0131029,0.0002427583,0.00003286558,0.00001831588,0.00002279315,0.0000966022,0.00008592493,0.0009285196,0.9774243,0.007865442],"study_design_scores_gemma":[0.0001423036,0.00007024768,0.1653205,0.0003554754,0.00004101921,0.0000365945,0.0001644097,0.0001927237,0.0002162469,0.0003429417,0.833091,0.00002661957],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.00338868,0.001600285,0.0002075114,0.002057133,0.0003631562,0.0001210751,0.9721129,0.00008786604,0.02006135],"genre_scores_gemma":[0.03411004,0.005412916,0.001311977,0.003215695,0.000359168,0.001048189,0.8644538,0.0001395919,0.0899486],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1416672,"threshold_uncertainty_score":0.2816852,"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."}}