{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001884925,0.0002166506,0.0002639548,0.0011783,0.003116002,0.003620307,0.0004766447,0.0007531339,0.001783525],"category_scores_gemma":[0.002577273,0.0001298388,0.0002821551,0.001204196,0.003023704,0.002156829,0.002112444,0.001344729,0.0002922314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003239229,"about_ca_system_score_gemma":0.00699761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007212382,"about_ca_topic_score_gemma":0.01155764,"domain_scores_codex":[0.998935,0.0001985596,0.000111811,0.0001326982,0.0002695872,0.000352299],"domain_scores_gemma":[0.9978747,0.0002107727,0.0003151783,0.0001378584,0.0005439226,0.0009174857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002063955,0.000157573,0.1716843,0.0002111911,0.00001897771,0.00129067,0.01349486,0.0003789376,0.005182235,0.6619447,0.007979602,0.1374506],"study_design_scores_gemma":[0.0001479546,0.0006083987,0.5561377,0.0004623891,0.0001078888,0.002749957,0.05204262,0.003809693,0.004924121,0.2119063,0.1669113,0.0001917289],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.8596193,0.0008036665,0.0138167,0.01120348,0.0006511791,0.0001741118,0.0001379036,0.0001063992,0.1134872],"genre_scores_gemma":[0.9926075,0.0001230907,0.004008435,0.0002402915,0.00005474791,0.00003663863,0.00005539833,0.00001029479,0.002863504],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.007212382,"threshold_uncertainty_score":0.02350235,"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."}}