{"id":"W3215295518","doi":"10.22034/jmep.2021.300011.1064","title":"Identifying and analyzing the factors affecting the outcomes of student selection in Farhangian University","year":2021,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Teacher Professional Development and Motivation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","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":[0.002361049,0.00009408292,0.0002337669,0.0002528697,0.0007919442,0.0003768536,0.0007208507,0.0000521987,0.0004651941],"category_scores_gemma":[0.0003822629,0.00006300235,0.00006785787,0.001153008,0.0001015605,0.001102999,0.0004486774,0.0002549877,3.293885e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001405192,"about_ca_system_score_gemma":0.0001667933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003469872,"about_ca_topic_score_gemma":0.004363219,"domain_scores_codex":[0.9981105,0.0008509696,0.0002730471,0.000163983,0.0004350735,0.0001664392],"domain_scores_gemma":[0.9986251,0.0006929668,0.0003919249,0.00007930127,0.0001633201,0.0000473762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007528448,0.00004228747,0.9715343,0.000008875403,0.00007856466,0.000002152836,0.01827816,0.00001001165,0.005947248,0.0002121915,0.0001365323,0.003742104],"study_design_scores_gemma":[0.00012613,9.202151e-7,0.9597891,0.0001063724,0.00002687481,2.690623e-7,0.03666519,0.000002333707,0.002198343,0.0006196187,0.0003907039,0.00007413813],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966595,0.001209656,0.0001379856,0.0004964398,0.0002441243,0.000210796,0.000001377216,0.000008767552,0.001031347],"genre_scores_gemma":[0.9977531,0.001627435,0.00004369053,0.00002539533,0.00002547638,0.00000105979,0.000001406072,0.000005999568,0.0005164011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01838703,"threshold_uncertainty_score":0.6091074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3434254958817335,"score_gpt":0.5786963926405733,"score_spread":0.2352708967588397,"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."}}