{"id":"W2973158504","doi":"10.11575/prism/36974","title":"Current and Emerging Trends Influencing Educational Research - Document Scan - Themes","year":2017,"lang":"en","type":"article","venue":"PRISM (University of Calgary)","topic":"Educational Assessment and Improvement","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00144569,0.0000752331,0.0001365669,0.000425877,0.001143892,0.0002001624,0.0008542016,0.00002864713,0.001376373],"category_scores_gemma":[0.0003537401,0.00007160127,0.00005605824,0.0001639205,0.0003332104,0.0007718714,0.0004071816,0.0001547467,0.00003697638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008775166,"about_ca_system_score_gemma":0.0002550442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001011144,"about_ca_topic_score_gemma":0.00004735866,"domain_scores_codex":[0.9980777,0.00009125131,0.00016852,0.0003152651,0.001152869,0.0001943835],"domain_scores_gemma":[0.9984758,0.0003814319,0.0002366001,0.0004760037,0.0003048552,0.00012534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00001489272,0.00008673483,0.07322267,0.000007587421,0.00001750826,8.774653e-7,0.002955289,1.564767e-7,0.0003005908,0.02224804,0.01387991,0.8872657],"study_design_scores_gemma":[0.0003287253,0.00004986236,0.8630196,0.00003415825,0.00001066802,8.919191e-7,0.001580568,0.0008938631,0.00008496349,0.05044652,0.08344398,0.0001062331],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9513685,0.0004970338,0.001453473,0.01592346,0.0003353216,0.0001033759,5.74081e-7,0.000005412317,0.03031292],"genre_scores_gemma":[0.9770761,0.0001564599,0.006376242,0.00002039445,0.00005264724,0.000001015483,0.000004946961,0.00000412424,0.01630806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8871595,"threshold_uncertainty_score":0.9995365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1145223191489256,"score_gpt":0.4210158557897654,"score_spread":0.3064935366408398,"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."}}