{"id":"W7001541519","doi":"","title":"Koulujen tietotekniikkainvestointien hankintaprosessit","year":2016,"lang":"fi","type":"other","venue":"Tampere University Institutional Repository (Tampere University)","topic":"Educational Assessment and Improvement","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Population; Quarter (Canadian coin); Work (physics)","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","sts","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","insufficient_payload"],"category_scores_codex":[0.0007564963,0.001291475,0.001226731,0.003053249,0.003767822,0.0004762402,0.004065274,0.001235225,0.02092049],"category_scores_gemma":[0.0002625046,0.001258122,0.001043131,0.001820163,0.002932966,0.002295254,0.001591078,0.001065332,0.009402367],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005008429,"about_ca_system_score_gemma":0.006700819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008963089,"about_ca_topic_score_gemma":0.0002228306,"domain_scores_codex":[0.9912522,0.0009001362,0.0009142786,0.002622098,0.00308696,0.001224336],"domain_scores_gemma":[0.9934414,0.0007645758,0.001415343,0.001698066,0.001566314,0.001114303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001529287,0.002659045,0.01535061,0.0004156337,0.002361307,0.005550485,0.001980014,0.0002170638,0.01342062,0.7033479,0.2354585,0.01770953],"study_design_scores_gemma":[0.002409652,0.0002650076,0.003586315,0.0008461056,0.0004106221,0.0001440271,0.00608093,0.00006951882,0.0004253686,0.0005569486,0.9836056,0.00159993],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0254223,0.0002750839,0.003648123,0.001973241,0.004872182,0.001205753,0.0006662949,0.0003203337,0.9616167],"genre_scores_gemma":[0.07948568,0.000475592,0.001239188,0.0002774033,0.001217927,0.000001079241,0.0001773157,0.0001225141,0.9170033],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7481471,"threshold_uncertainty_score":0.9999837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02977946202462145,"score_gpt":0.2670670796381174,"score_spread":0.2372876176134959,"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."}}