{"id":"W4234174294","doi":"10.36510/learnland.v10i1.713","title":"Statement of Purpose","year":2016,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Statement (logic); Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0001724127,0.00006046881,0.00009291187,0.00003640963,0.00002960617,0.000004290308,0.00009395685,0.00003789784,0.01029127],"category_scores_gemma":[0.00003196934,0.0000326554,0.00003457162,0.00006455307,0.00002110856,0.00002884232,0.00001573552,0.00006218118,0.0006405194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007192363,"about_ca_system_score_gemma":0.000008009419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000117421,"about_ca_topic_score_gemma":0.000001591989,"domain_scores_codex":[0.9993427,0.00009605408,0.0001672557,0.000148238,0.0001042561,0.0001414867],"domain_scores_gemma":[0.9995477,0.0001856962,0.00009019378,0.000103958,0.00003197499,0.00004046272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001046627,0.000398418,0.8247831,0.0000108578,0.00009214888,0.000005877753,0.001523059,0.000007426758,0.004660896,0.02030864,0.01205456,0.1360504],"study_design_scores_gemma":[0.0007741008,0.0003097231,0.6435359,0.00003527338,0.000009052789,0.000004446254,0.0005241103,0.00000119027,0.0002608734,0.002244466,0.3521934,0.000107496],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9323805,0.000133122,0.0006133302,0.001500932,0.0003657897,0.00005950683,0.000004813469,0.000039457,0.06490257],"genre_scores_gemma":[0.9745761,0.00001633761,0.0002111295,0.00008135399,0.00007824798,0.00002172793,0.000005074544,0.000006030258,0.02500406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3401389,"threshold_uncertainty_score":0.9906135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03022083858912115,"score_gpt":0.3597710483548746,"score_spread":0.3295502097657534,"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."}}