{"id":"W7053071018","doi":"","title":"Tietoa ja elämyksiä : Nuoret aikuiset lehtitalon haasteena","year":2012,"lang":"fi","type":"other","venue":"Theseus (Ammattikorkeakoulujen)","topic":"Plasma Diagnostics and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Population; Identification (biology); 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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0005740154,0.001797164,0.001552372,0.0006132949,0.0003654048,0.000349562,0.001829571,0.00155627,0.009770639],"category_scores_gemma":[0.0001801941,0.001866672,0.000633688,0.0008015467,0.0003777268,0.0003499682,0.0004963733,0.001628751,0.0557648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004223141,"about_ca_system_score_gemma":0.0001532306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002515021,"about_ca_topic_score_gemma":0.0001910502,"domain_scores_codex":[0.9942842,0.0001674924,0.001232119,0.001160862,0.0008714088,0.00228391],"domain_scores_gemma":[0.9952801,0.0007109611,0.0005348568,0.002323717,0.0001541617,0.0009961274],"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":[0.0000884879,0.0010032,0.0003333938,0.001780659,0.001760338,0.0001401536,0.001265644,0.002953177,0.001926313,0.05762744,0.01504612,0.9160751],"study_design_scores_gemma":[0.0007631672,0.00008478051,0.000718123,0.0009791969,0.0005527613,0.00007675835,0.0001295684,0.003212519,0.002034406,0.002308176,0.9870849,0.00205569],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00592005,0.004201192,0.001209444,0.0008803992,0.002340315,0.001544989,0.002395848,0.001168665,0.9803391],"genre_scores_gemma":[0.1113543,0.002344429,0.003298197,0.0001991935,0.002744182,0.0004820061,0.001085691,0.001641001,0.876851],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9720387,"threshold_uncertainty_score":0.9997399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01475387023052578,"score_gpt":0.2279731539969846,"score_spread":0.2132192837664588,"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."}}