{"id":"W4245072723","doi":"10.36418/syntax-idea.v2i1.127","title":"","year":2020,"lang":"","type":"article","venue":"Syntax Idea","topic":"Educational Curriculum and Learning Methods","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Learning Partnership","funders":"","keywords":"Humanities; Psychology; Pedagogy; Art","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":["metaresearch","metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005377205,0.0006661694,0.0009352449,0.0001168551,0.003686464,0.0007475676,0.001752021,0.0005260929,0.002909357],"category_scores_gemma":[0.01702746,0.0007297826,0.0006423813,0.003539121,0.001422698,0.001163845,0.0003201348,0.00153419,0.000611391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002958613,"about_ca_system_score_gemma":0.002197276,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01057918,"about_ca_topic_score_gemma":0.0005060054,"domain_scores_codex":[0.9860244,0.007244748,0.001267849,0.001638863,0.002074579,0.001749579],"domain_scores_gemma":[0.9927148,0.002674547,0.0008137427,0.0004612394,0.0005842798,0.002751449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002091871,0.0005166933,0.2099196,0.0002370532,0.0002513147,0.00005381144,0.6102121,0.0007615969,0.002410751,0.1157836,0.006634834,0.05300949],"study_design_scores_gemma":[0.001213396,0.0009949196,0.1720763,0.0002743736,0.0004142578,0.000008876294,0.3349772,0.0009258481,0.0007610433,0.009623079,0.4766611,0.00206967],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6169397,0.002556599,0.003248718,0.3590434,0.002716308,0.0007301536,0.00002117771,0.0002637761,0.01448019],"genre_scores_gemma":[0.9632654,0.0005871189,0.01053901,0.01574706,0.00877965,0.00006433536,0.00001180222,0.00006215949,0.000943515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4700262,"threshold_uncertainty_score":0.9995153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07149894587397973,"score_gpt":0.3780771084681669,"score_spread":0.3065781625941872,"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."}}