{"id":"W7071359597","doi":"","title":"Suurkuvatulosteet esitystekniikassa","year":2016,"lang":"fi","type":"other","venue":"Theseus (Ammattikorkeakoulujen)","topic":"QR Code Applications and Technologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Social assistance; 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","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0008905687,0.001454819,0.001407316,0.000984939,0.000556055,0.0007184724,0.007400416,0.001601657,0.005421827],"category_scores_gemma":[0.0001620275,0.001143367,0.0005953305,0.001209742,0.0008853118,0.0006288085,0.002814242,0.0009682174,0.06234071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000390113,"about_ca_system_score_gemma":0.0003986665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001939525,"about_ca_topic_score_gemma":0.000123419,"domain_scores_codex":[0.9933314,0.0003379755,0.00113482,0.002263597,0.001099312,0.001832844],"domain_scores_gemma":[0.9921238,0.0005680371,0.001066551,0.005510084,0.000319912,0.0004115813],"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":[0.00001892046,0.000172482,0.00009117066,0.0001236081,0.0002412824,0.00007045254,0.0001132185,0.000001505764,0.000677436,0.265344,0.002027982,0.7311179],"study_design_scores_gemma":[0.0007217047,0.0001548686,0.0003322889,0.0006996439,0.0001080011,0.0001100149,0.00005661453,0.0003899839,0.00176904,0.02657091,0.9675747,0.001512236],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003525593,0.002461543,0.06279828,0.007929718,0.001216719,0.001408942,0.0001955184,0.002682065,0.9209546],"genre_scores_gemma":[0.02971389,0.001400317,0.01001283,0.0003746507,0.0007680414,0.0003790379,0.00002828525,0.0005290387,0.9567939],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9655467,"threshold_uncertainty_score":0.9998202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02072111828845885,"score_gpt":0.2557557657488372,"score_spread":0.2350346474603784,"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."}}