{"id":"W6908586322","doi":"10.26253/heal.uth.3371","title":"Μέτρηση παραγωγικότητας 51 χωρών με δείκτες malmquist","year":2013,"lang":"el","type":"other","venue":"University of Thessaly Institutional Repository (University of Thessaly)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of Thessaly; University of Toronto","keywords":"Measure (data warehouse); Order (exchange); Field (mathematics); Identification (biology); Context (archaeology); Work (physics)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","insufficient_payload"],"category_scores_codex":[0.001018261,0.001956196,0.003311194,0.002560905,0.003051094,0.0001233361,0.006631888,0.002453474,0.01354508],"category_scores_gemma":[0.0002043984,0.002672548,0.002583806,0.001812117,0.01099615,0.002028295,0.002643495,0.001875367,0.008181347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002706409,"about_ca_system_score_gemma":0.003445035,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01997146,"about_ca_topic_score_gemma":0.001053166,"domain_scores_codex":[0.9904009,0.001264563,0.001080524,0.002535742,0.003156608,0.001561667],"domain_scores_gemma":[0.9883069,0.000616233,0.004784195,0.003257986,0.001914931,0.001119749],"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":[0.009946243,0.01077102,0.01373427,0.006548722,0.02491102,0.009062405,0.01231878,0.01010906,0.04367262,0.2659691,0.5880259,0.004930795],"study_design_scores_gemma":[0.00901902,0.0008413455,0.02636533,0.005944636,0.006819957,0.0004913309,0.01971847,0.002965248,0.001585073,0.0007170973,0.9210079,0.004524543],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0988174,0.002033149,0.003335642,0.0006103981,0.002816884,0.002240769,0.002991138,0.0007208713,0.8864337],"genre_scores_gemma":[0.47403,0.0008077736,0.00450007,0.00004979002,0.0004460155,4.433879e-7,0.000323238,0.0004603292,0.5193823],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3752127,"threshold_uncertainty_score":0.9993181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009952473109895636,"score_gpt":0.166714476435786,"score_spread":0.1567620033258904,"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."}}