{"id":"W2098475587","doi":"10.3968/j.ccc.1923670020130904.3264","title":"A Survey on the Higher Education “Three Spirits” Construction in Sichuan Province, PRC","year":2013,"lang":"en","type":"article","venue":"Cross-cultural communication","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Value (mathematics); Mechanism (biology); Virtuous circle and vicious circle; Scientific development; Sociology; Political science; Epistemology; Philosophy; Computer science; Economics; Development (topology); Mathematics","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001227118,0.000168451,0.0001376497,0.00009225841,0.0004990734,0.001219686,0.001543678,0.00009978254,0.0001409159],"category_scores_gemma":[0.0002982194,0.0001142794,0.00004737208,0.0005814136,0.00029029,0.001468641,0.0002063606,0.0004622421,0.0002784354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001874016,"about_ca_system_score_gemma":0.0002048324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00260187,"about_ca_topic_score_gemma":0.0006049692,"domain_scores_codex":[0.9979145,0.0009684592,0.000356355,0.0003117101,0.0002301137,0.0002188825],"domain_scores_gemma":[0.9972461,0.0004796542,0.0002159269,0.001514437,0.0004741621,0.00006974599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0000106125,0.0004487071,0.1677863,0.0000157306,0.00001566213,1.353412e-7,0.001750043,0.00004912589,0.0008166138,0.5943701,0.0141354,0.2206015],"study_design_scores_gemma":[0.0001563408,0.0000265119,0.9662809,0.00003883135,0.000001734097,0.000002537718,0.00006277363,0.000830229,0.0002320967,0.01231908,0.01988169,0.0001672245],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.967671,0.0002457211,0.001520184,0.01703992,0.0008377886,0.0007935594,0.000002357614,0.0001971827,0.01169229],"genre_scores_gemma":[0.9774397,0.00001690679,0.01886853,0.0009954219,0.00006175575,0.0002160686,0.00006352756,0.00001006291,0.00232804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7984946,"threshold_uncertainty_score":0.9998171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06153263793324704,"score_gpt":0.3735653766463813,"score_spread":0.3120327387131343,"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."}}