{"id":"W7060989920","doi":"","title":"Opiskelijaedut sekä niiden hyödyt opiskelijalle ja yrityksille","year":2022,"lang":"fi","type":"other","venue":"Theseus (Ammattikorkeakoulujen)","topic":"Gyrotron and Vacuum Electronics Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Power (physics); Work (physics); 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":[0.0009201957,0.0006565608,0.0004892896,0.0004674827,0.001964575,0.003960823,0.0009017457,0.001300612,0.09045225],"category_scores_gemma":[0.001032701,0.0003453525,0.0007370182,0.0003293696,0.001186792,0.00215179,0.002557754,0.001959433,0.02491852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001587807,"about_ca_system_score_gemma":0.002422041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004869215,"about_ca_topic_score_gemma":0.01535166,"domain_scores_codex":[0.9991603,0.00008759775,0.00004308504,0.0001906811,0.0003783588,0.0001399488],"domain_scores_gemma":[0.9990876,0.0001781351,0.00009938739,0.00009809412,0.0003905865,0.0001463611],"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":[0.001463229,0.0006147238,0.01125078,0.00215723,0.0001222032,0.0021832,0.00610102,0.0006419644,0.2920722,0.05517852,0.119358,0.508857],"study_design_scores_gemma":[0.00001715195,0.0002862926,0.006381289,0.0002146524,0.00004278252,0.0006415442,0.002266313,0.0003681637,0.03158281,0.002546877,0.9555988,0.00005331555],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1370403,0.01660409,0.02939095,0.01935173,0.006118298,0.0003910181,0.00174833,0.00199128,0.7873639],"genre_scores_gemma":[0.1527365,0.007326005,0.01941317,0.003548244,0.000410429,0.0001732258,0.0007913844,0.0006172814,0.8149837],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09045225,"threshold_uncertainty_score":0.3025929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02203844191248372,"score_gpt":0.2926655509442697,"score_spread":0.2706271090317859,"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."}}