{"id":"W7006419753","doi":"","title":"Tietokoneohjelmien vakuuskäyttö","year":2016,"lang":"fi","type":"other","venue":"Doria (University of Helsinki)","topic":"Marriage and Family Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Order (exchange); Population; Value (mathematics); 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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005125308,0.0003984971,0.0007524101,0.000369371,0.0006280052,0.00004019847,0.001356302,0.0009729535,0.05959795],"category_scores_gemma":[0.00003611776,0.0004446782,0.0004380367,0.0004416636,0.001211375,0.0003040506,0.0003428666,0.0003269409,0.005736036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000277153,"about_ca_system_score_gemma":0.0004510047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006439152,"about_ca_topic_score_gemma":0.006905299,"domain_scores_codex":[0.9973447,0.0003244645,0.0002358416,0.0006494397,0.0007752913,0.0006703053],"domain_scores_gemma":[0.9980704,0.0001747622,0.00061711,0.0006313607,0.0001945705,0.0003117783],"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":[0.0004474704,0.000609129,0.002622174,0.0005842871,0.001362076,0.0004809283,0.04719272,0.000003015114,0.000583044,0.2380205,0.5177853,0.1903093],"study_design_scores_gemma":[0.0009172031,0.00008431721,0.0007256743,0.0003357824,0.0002115475,0.00000134279,0.008505491,0.0000309594,0.000002028208,0.002057278,0.9865716,0.0005567619],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002367168,0.0003612161,0.001562751,0.001200863,0.002632676,0.0004367722,0.0003170122,0.0001123826,0.9910092],"genre_scores_gemma":[0.01394733,0.003350453,0.0009200625,0.00008884651,0.00099589,2.200122e-7,0.00004263603,0.0001006066,0.980554],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4687863,"threshold_uncertainty_score":0.9998005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01096674437912727,"score_gpt":0.2265593694214505,"score_spread":0.2155926250423232,"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."}}