{"id":"W1813711836","doi":"10.3968/4955","title":"Analysis on Policies Transformation in College Students Social Practices after Opening and Reforms in China","year":2014,"lang":"en","type":"article","venue":"Studies in sociology of science","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Meaning (existential); Social transformation; Transformation (genetics); Political science; Mathematics education; Psychology; Pedagogy; Sociology; Social change; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.005582069,0.00007781852,0.0002779406,0.0006733591,0.0001879355,0.00001572593,0.0005587411,0.00004510486,9.458402e-7],"category_scores_gemma":[0.0005469929,0.00006116911,0.00002313561,0.001457181,0.003645844,0.0005811919,0.0001866193,0.0001829291,6.094793e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001235996,"about_ca_system_score_gemma":0.00004874374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001641312,"about_ca_topic_score_gemma":0.0003271844,"domain_scores_codex":[0.9985997,0.0003897636,0.0002871133,0.0002701181,0.0002375588,0.0002157209],"domain_scores_gemma":[0.9993281,0.0002994594,0.0001940881,0.0001194279,0.00003873621,0.00002016674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00001146973,0.00007869747,0.3201458,0.00001401303,0.00001991916,9.300849e-7,0.6561025,0.00009356408,0.00003957211,0.02181772,0.000003859132,0.001671976],"study_design_scores_gemma":[0.000266067,0.00005876758,0.962572,0.0000178534,0.000005683431,5.864282e-7,0.03231223,0.001119476,0.00003271171,0.003520901,0.00002612651,0.00006763067],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950322,0.00009080816,0.0008369914,0.002499534,0.0001645114,0.00009253848,6.036663e-7,0.00000763802,0.001275178],"genre_scores_gemma":[0.9959115,0.00005198282,0.003781963,0.0001955271,0.00001272592,0.0000239584,1.621718e-7,0.000001252321,0.00002096102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6424262,"threshold_uncertainty_score":0.9990656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05942614936097147,"score_gpt":0.4703485598945455,"score_spread":0.4109224105335741,"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."}}