{"id":"W2587277651","doi":"10.21890/ijres.88681","title":"Predictors of Student Success In Supplemental Instruction Courses at A Medium Sized Women’s University","year":2017,"lang":"en","type":"article","venue":"DergiPark (Istanbul University)","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Teamwork; Medical education; Quarter (Canadian coin); Academic achievement; Mathematics education; Medicine","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004757856,0.0001140091,0.0002280148,0.0003690998,0.001542864,0.00005444633,0.0009092164,0.00007748353,0.0009345647],"category_scores_gemma":[0.0001482749,0.0001391766,0.00005818232,0.0003848621,0.001195029,0.0005848937,0.0004390735,0.000125951,0.000008760599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002738925,"about_ca_system_score_gemma":0.0006555821,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006721844,"about_ca_topic_score_gemma":0.05362405,"domain_scores_codex":[0.9982282,0.0003061485,0.0001410523,0.0002779917,0.0006281901,0.0004184542],"domain_scores_gemma":[0.9989008,0.0001562817,0.0002339159,0.0003075792,0.0002018643,0.0001996042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002364633,0.0001942968,0.9504446,0.0000195026,0.0001025531,0.0000777317,0.03830029,0.000008482616,0.00007917508,0.008202008,0.002268419,0.0000664397],"study_design_scores_gemma":[0.00151077,0.00004056109,0.6191572,0.00001594763,0.00001719992,2.477413e-7,0.1468597,0.000001048704,0.00009191615,0.0000252607,0.2321667,0.0001134322],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9694528,0.00001182572,0.000003496878,0.001965676,0.0004730895,0.0002909202,0.00007665293,0.00003332876,0.02769222],"genre_scores_gemma":[0.9846279,0.0003296376,0.00003944376,0.000006151689,0.00005922385,0.000001144102,0.00000927695,0.000005593416,0.0149216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3312874,"threshold_uncertainty_score":0.9999787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01811598574930878,"score_gpt":0.3235986018592468,"score_spread":0.305482616109938,"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."}}