{"id":"W2353435926","doi":"","title":"Reconsideration of Orientation and Distinguishing Features for Zhejiang University of Science and Technology","year":2006,"lang":"en","type":"article","venue":"","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Nature versus nurture; German; Vocational education; Engineering ethics; Orientation (vector space); Pedagogy; Sociology; Psychology; Political science; Mathematics education; Engineering; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.0004726629,0.00002250258,0.00004549631,0.0001258653,0.000131548,0.00002304429,0.00008424907,0.00001825598,7.561079e-7],"category_scores_gemma":[0.0003045895,0.00002227384,0.000003942809,0.0002805599,0.0002110878,0.0001941908,0.00003575366,0.00002132976,3.032091e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009915691,"about_ca_system_score_gemma":0.0000607521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001633397,"about_ca_topic_score_gemma":0.00004770873,"domain_scores_codex":[0.999707,0.00001660368,0.00005525501,0.0001191618,0.00005714574,0.00004479858],"domain_scores_gemma":[0.9995504,0.000116309,0.00005715468,0.00007769647,0.0001867476,0.00001168816],"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":[0.00000158138,0.00001643809,0.01220492,0.00001766014,0.000001323885,1.109541e-7,0.00152856,0.00000595926,0.01586463,0.9261782,0.0002010686,0.0439796],"study_design_scores_gemma":[0.001283969,0.0002517043,0.4811775,0.0000757333,0.00002532373,0.00002826252,0.00462232,0.03009082,0.2390597,0.2390407,0.00400516,0.0003388185],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4281695,0.00003297273,0.5694428,0.00108977,0.00007816725,0.00006243993,4.55887e-7,0.00002373215,0.001100168],"genre_scores_gemma":[0.6499044,8.312629e-7,0.3499551,0.000006394486,0.000003750807,1.423133e-7,2.616362e-7,4.576318e-7,0.0001286637],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6871375,"threshold_uncertainty_score":0.1011775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01237549270118875,"score_gpt":0.280374424747255,"score_spread":0.2679989320460662,"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."}}