{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001191021,0.0008383476,0.0004728123,0.001477417,0.002408095,0.007157029,0.001255975,0.001540932,0.2125673],"category_scores_gemma":[0.002175184,0.0004335728,0.0005588809,0.0009410461,0.001265906,0.002888633,0.003384686,0.001760259,0.08419918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002497488,"about_ca_system_score_gemma":0.002849839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004969097,"about_ca_topic_score_gemma":0.01911112,"domain_scores_codex":[0.9987215,0.00008096844,0.00005297016,0.0002189134,0.0007186372,0.0002068854],"domain_scores_gemma":[0.9979248,0.0002531992,0.00009745372,0.0002858839,0.00104303,0.000395618],"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":[0.0006649983,0.0003009428,0.003932734,0.0006647187,0.00003304916,0.0006824586,0.001799459,0.0007747402,0.05856651,0.05884935,0.2609414,0.6127897],"study_design_scores_gemma":[0.00001019842,0.00009910454,0.001748924,0.00008814439,0.00001743573,0.0002975234,0.0006609184,0.0005565292,0.01181713,0.002888891,0.9817871,0.0000281074],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03301673,0.004875992,0.02047251,0.008447756,0.006224041,0.0001839706,0.00114101,0.003114284,0.9225236],"genre_scores_gemma":[0.04315037,0.002160933,0.01010881,0.0009503855,0.0003752273,0.00005619767,0.0005980856,0.0005033913,0.9420967],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2125673,"threshold_uncertainty_score":0.7111084,"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."}}