{"id":"W4254780908","doi":"10.18844/cjes.v10i4.194","title":"Cypriot Journal of Educational Sciences: Volume 10, Issue 4, December 2015","year":2016,"lang":"en","type":"article","venue":"Cypriot Journal of Educational Sciences","topic":"Education Practices and Challenges","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Middle East; Political science; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001070602,0.0008052322,0.0006393592,0.003170093,0.001925765,0.005586064,0.0006562824,0.0009575151,0.1719175],"category_scores_gemma":[0.002909773,0.0001809092,0.0004604843,0.00304238,0.0008001987,0.001678116,0.001154546,0.001186574,0.05623099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001633918,"about_ca_system_score_gemma":0.004743302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002751351,"about_ca_topic_score_gemma":0.004117321,"domain_scores_codex":[0.9994417,0.00009017137,0.00007606628,0.00006348076,0.0002542153,0.00007443634],"domain_scores_gemma":[0.9984492,0.0002220236,0.00009724964,0.000130234,0.0008114628,0.0002897317],"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":[0.00009814604,0.00009210713,0.002175466,0.001584311,0.00002932944,0.0003588371,0.0003529371,0.000056777,0.00059346,0.005364792,0.720586,0.2687079],"study_design_scores_gemma":[0.00000693931,0.00001902836,0.004259305,0.0006183675,0.00001488105,0.0005276739,0.0004560774,0.00004899666,0.0002361738,0.0004776993,0.9933269,0.000007798595],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01428346,0.1852299,0.001083414,0.04518585,0.1216445,0.0003171414,0.00241694,0.001034699,0.628804],"genre_scores_gemma":[0.07489201,0.1655973,0.002389616,0.01038553,0.0462196,0.0001867905,0.002967715,0.0004251808,0.6969362],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8280826,"threshold_uncertainty_score":0.5751212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08208323317623409,"score_gpt":0.3676073039044878,"score_spread":0.2855240707282537,"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."}}