{"id":"W7015155661","doi":"","title":"REDU talotekniikan koulutuksen kehittäminen digitaalisten kaksosten avulla","year":2022,"lang":"fi","type":"other","venue":"Theseus (Ammattikorkeakoulujen)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Diafiltration; Dysgeusia; Liquation; Hyporeflexia; Fusible alloy; Demotion","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","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.004652292,0.007084055,0.00679527,0.004518736,0.002275244,0.002332309,0.01184829,0.003717488,0.2101578],"category_scores_gemma":[0.001619493,0.007560888,0.003783705,0.005706212,0.002944452,0.001543497,0.007527193,0.00700236,0.2103812],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005574765,"about_ca_system_score_gemma":0.002021194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004690221,"about_ca_topic_score_gemma":0.001887935,"domain_scores_codex":[0.9686809,0.004616608,0.005088742,0.007173923,0.006956842,0.00748297],"domain_scores_gemma":[0.9779332,0.001721992,0.005556763,0.01090858,0.0007921914,0.003087299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004252625,0.004110851,0.001595285,0.002360382,0.0108645,0.006317382,0.006541774,0.0004076973,0.003824616,0.007092949,0.09706698,0.855565],"study_design_scores_gemma":[0.006354506,0.001185157,0.001465469,0.001369472,0.002463469,0.001537661,0.003109526,0.0003177825,0.000314197,0.0017026,0.9720356,0.008144585],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003562693,0.009759897,0.00002513539,0.002468748,0.004443343,0.006750429,0.0144846,0.004964845,0.9535403],"genre_scores_gemma":[0.02527989,0.0009570362,0.00071616,0.001166296,0.005244629,0.001666422,0.00801319,0.01505085,0.9419055],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8749686,"threshold_uncertainty_score":0.999769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02292273046760076,"score_gpt":0.2550121456221658,"score_spread":0.2320894151545651,"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."}}