{"id":"W7034331859","doi":"","title":"Tapaustutkimus simulaatiopelin käytöstä suomalaisen peruskoulun kuudennen luokan yhteiskuntaopin tunnilla","year":2021,"lang":"fi","type":"other","venue":"Työväentutkimus Vuosikirja","topic":"Gaussian Processes and Bayesian Inference","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Work (physics); Licensee; 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","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.001143491,0.003334328,0.003367437,0.001378255,0.001188354,0.003274204,0.007482226,0.002502053,0.04503321],"category_scores_gemma":[0.0004782132,0.003412089,0.001374743,0.00365294,0.000926264,0.001031939,0.003446874,0.002706612,0.008865468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008032069,"about_ca_system_score_gemma":0.002659084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001356363,"about_ca_topic_score_gemma":0.0009185624,"domain_scores_codex":[0.9839715,0.0009055972,0.002949287,0.005357821,0.002976633,0.0038391],"domain_scores_gemma":[0.9889726,0.0005883449,0.002095626,0.005464437,0.001129723,0.001749287],"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":[0.0004048988,0.005807378,0.008811188,0.01091905,0.004425178,0.00976932,0.01093012,0.003551731,0.004059673,0.2101209,0.3720972,0.3591034],"study_design_scores_gemma":[0.002732835,0.0006341633,0.002905449,0.003215435,0.0004713261,0.0004360816,0.0003661575,0.01744174,0.0008853569,0.001770117,0.9644428,0.004698521],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002450731,0.02670851,0.08406924,0.007085693,0.009220902,0.003587136,0.0005633715,0.001576546,0.8647379],"genre_scores_gemma":[0.2177728,0.006830866,0.01732579,0.004224971,0.005248438,0.0003108635,0.0009031883,0.001483843,0.7458993],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5923456,"threshold_uncertainty_score":0.9995942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01790969605422471,"score_gpt":0.2594262688674046,"score_spread":0.2415165728131798,"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."}}