{"id":"W4395108371","doi":"10.31436/asiatic.v9i1.568","title":"A Belated Thank You","year":2015,"lang":"en","type":"article","venue":"Asiatic IIUM Journal of English Language and Literature","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Flinders University","keywords":"Computer 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":[],"consensus_categories":[],"category_scores_codex":[0.001278126,0.00007297987,0.0001308714,0.00009149663,0.0001032689,0.000235443,0.0001362452,0.000090379,0.00006300085],"category_scores_gemma":[0.004191299,0.00005542801,0.00004662913,0.0002653752,0.0000580269,0.0007946096,0.000009538931,0.0003509464,0.000003293043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002596055,"about_ca_system_score_gemma":0.0002360335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006452355,"about_ca_topic_score_gemma":0.0000445941,"domain_scores_codex":[0.9989957,0.0002592369,0.0001890187,0.00007145516,0.0003364301,0.0001481569],"domain_scores_gemma":[0.99846,0.0002384383,0.000217875,0.00006747275,0.0008006646,0.0002155386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003633446,0.00004287633,0.001611485,0.00001368242,0.00003890102,0.00009378083,0.9851778,9.375811e-7,0.00001498875,0.004780371,0.007126385,0.00106252],"study_design_scores_gemma":[0.0005160873,0.0001064855,0.0006412444,0.0001651789,0.0000672479,0.00004687047,0.6703535,0.000001611285,0.00002996663,0.001093767,0.3268581,0.0001198903],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8477696,0.03837976,0.000008693857,0.007831337,0.002696804,0.00009928395,0.000008077346,0.00002368496,0.1031827],"genre_scores_gemma":[0.9926046,0.0001876173,0.000557968,0.0004645476,0.003540526,7.451686e-7,0.000007341737,0.000006090359,0.002630529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3197317,"threshold_uncertainty_score":0.5017679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02193978847827397,"score_gpt":0.320215386134911,"score_spread":0.298275597656637,"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."}}