{"id":"W3193840673","doi":"10.5539/hes.v11n3p134","title":"The Construction of Social Practice Appraisal Mechanism for Graduate Students","year":2021,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Ideological and Political Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Enthusiasm; Incentive; Mechanism (biology); Medical education; Social practice; Construct (python library); Scope (computer science); Higher education; Psychology; Public relations; Pedagogy; Engineering ethics; Sociology; Political science; Medicine; Economics; Engineering; Economic growth; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04055369,0.0007093137,0.0005482582,0.006560041,0.002793372,0.00494204,0.001519495,0.001352486,0.005141206],"category_scores_gemma":[0.05257718,0.0003885692,0.0008314581,0.002083065,0.002978903,0.00508852,0.004257242,0.001540557,0.0008834616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004632734,"about_ca_system_score_gemma":0.009447992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001707062,"about_ca_topic_score_gemma":0.001455742,"domain_scores_codex":[0.973919,0.01411294,0.003168514,0.002167764,0.004949434,0.001682284],"domain_scores_gemma":[0.9545595,0.0124719,0.006479317,0.003943523,0.0180169,0.004528861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006520399,0.001460659,0.1708054,0.0009030547,0.0001016058,0.0004522572,0.04141544,0.003122249,0.009819901,0.1468337,0.009160566,0.6152731],"study_design_scores_gemma":[0.0007974241,0.007745919,0.4363234,0.001415151,0.0005577418,0.001070507,0.104765,0.1209175,0.02357807,0.17513,0.1266653,0.001033855],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5436679,0.0002931848,0.3294417,0.006879077,0.000495475,0.008965094,0.0003827845,0.001898618,0.1079761],"genre_scores_gemma":[0.8742093,0.0001060579,0.1174378,0.0001618302,0.00009817905,0.002526921,0.0002030865,0.00003351219,0.005223311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04055369,"threshold_uncertainty_score":0.214471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.151413327736424,"score_gpt":0.5219492785560503,"score_spread":0.3705359508196264,"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."}}