{"id":"W2370651970","doi":"","title":"Talent Cultivation of Science Education Undergraduate Profession in Canada and its Revelations to China","year":2008,"lang":"en","type":"article","venue":"Journal of Changchun Normal University","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Undergraduate education; Curriculum; Science education; Political science; Field (mathematics); Engineering ethics; Sociology; Pedagogy; Engineering; Medical education; Medicine; Law","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":[0.0004793144,0.00004561956,0.00008965685,0.0003941644,0.0001774401,0.000006404627,0.0002902375,0.00001504667,0.000002722782],"category_scores_gemma":[0.00008522586,0.00004398618,0.00001451201,0.000844299,0.0000325282,0.000796288,0.00007885053,0.0001191744,2.809318e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004753023,"about_ca_system_score_gemma":0.004146405,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04286973,"about_ca_topic_score_gemma":0.02481611,"domain_scores_codex":[0.9992868,0.0001021294,0.0001561115,0.00008883472,0.0002719352,0.00009419012],"domain_scores_gemma":[0.9993004,0.00003259996,0.0002156487,0.00008505809,0.0002488335,0.0001174779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001571084,0.001162409,0.6765337,0.0001604821,0.00003979525,0.0000835761,0.1065122,0.003668306,0.02799869,0.1098711,0.00338225,0.07043035],"study_design_scores_gemma":[0.0001942967,0.00004509335,0.9946121,0.00007347536,0.000002743924,0.00004635787,0.0007373998,0.0009568856,0.002468543,0.0001317714,0.0006695723,0.00006175952],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9727688,0.0000193393,0.023536,0.002857787,0.0004217901,0.00006607089,7.13005e-7,0.000002687007,0.0003267908],"genre_scores_gemma":[0.9859568,0.00003015988,0.01353032,0.00005586093,0.00001944157,8.313022e-8,2.777824e-7,0.000001186769,0.0004058449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3180784,"threshold_uncertainty_score":0.9929785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01899988078276893,"score_gpt":0.2692067110883685,"score_spread":0.2502068303055996,"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."}}