{"id":"W4241755357","doi":"10.1108/s1479-366020160000027019","title":"Prelims","year":2017,"lang":"en","type":"other","venue":"Advances in educational administration","topic":"Global Peace and Security Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; St. Mary's University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001635985,0.0001150209,0.000125132,0.000100591,0.0001823226,0.0000788157,0.0003161664,0.0002075197,0.001022471],"category_scores_gemma":[0.0002952667,0.0001328902,0.00003581193,0.00007077128,0.0002268888,0.0002991948,0.00001239534,0.0001294168,0.0001319593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001313015,"about_ca_system_score_gemma":0.001101766,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001096933,"about_ca_topic_score_gemma":0.1523622,"domain_scores_codex":[0.9991016,0.00005520746,0.0001271748,0.000229906,0.0003013622,0.0001847302],"domain_scores_gemma":[0.999387,0.00005861142,0.0002395327,0.0002103827,0.00003824263,0.0000662694],"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":[0.00001063345,0.0002548931,0.002748047,0.00005772823,0.000008894183,0.000003412936,0.001042061,0.000005578985,7.027373e-7,0.5833507,0.4000774,0.01244],"study_design_scores_gemma":[0.00006002554,0.00001693246,0.0006207075,0.0001316316,0.000004743918,6.011186e-7,0.0002689333,0.000002906412,3.726508e-7,0.01932509,0.9794271,0.0001409509],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00006113026,0.004292424,0.00002840631,0.002776983,0.001544995,0.0002464908,0.00004079012,0.00004193156,0.9909669],"genre_scores_gemma":[0.03198437,0.01001863,0.0008877513,0.000104838,0.001718557,0.00005876171,0.0003469087,0.00005715468,0.954823],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5793497,"threshold_uncertainty_score":0.9998907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0132207755586862,"score_gpt":0.3787695552097952,"score_spread":0.3655487796511089,"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."}}