{"id":"W2349724888","doi":"","title":"The Cultivation of Innovative Talents in Universities: International Experience and Implications","year":2013,"lang":"en","type":"article","venue":"Journal of Guizhou Minzu University","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Component (thermodynamics); Business; Engineering management; Political science; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.00005579524,0.00003435933,0.00005158582,0.000111104,0.0000269584,0.000006719767,0.0001256185,0.0000259926,0.00001541436],"category_scores_gemma":[0.00001571267,0.00002859201,0.00001302415,0.0002114559,0.00006157941,0.0002648006,0.00001895343,0.00007648416,8.035209e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001234285,"about_ca_system_score_gemma":0.00002359919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003215458,"about_ca_topic_score_gemma":0.000002852129,"domain_scores_codex":[0.9997302,0.000006697319,0.0001130241,0.00002925895,0.00007047116,0.00005034283],"domain_scores_gemma":[0.9996628,0.00004210193,0.00005763539,0.00003993565,0.0001706367,0.00002692119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002014602,0.0007088534,0.4274889,0.0004996541,0.0008962181,0.00003043314,0.09511048,0.0090738,0.1907061,0.03423908,0.05582183,0.1852232],"study_design_scores_gemma":[0.0004716937,0.0000317766,0.9615661,0.00006676139,0.000005175508,0.00001166094,0.0181972,0.002320553,0.001059563,0.0001887851,0.01600012,0.00008062286],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963155,0.00003892113,0.002186972,0.0005307017,0.0001890977,0.00003029016,0.000002543681,0.000005375328,0.0007005673],"genre_scores_gemma":[0.999226,0.0001711432,0.0004536597,0.000004775274,0.00001945525,1.488801e-7,0.000001090409,0.000001874764,0.0001217933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5340772,"threshold_uncertainty_score":0.1165948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005608692672869039,"score_gpt":0.2023410589946733,"score_spread":0.1967323663218042,"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."}}