{"id":"W3170677009","doi":"10.82308/27650","title":"The academic adaptation of mainland Chinese doctoral students in education at McGill University /","year":2007,"lang":"en","type":"article","venue":"eScholarship@McGill (McGill)","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Adaptation (eye); Pedagogy; Mainland; Higher education; Mainland China; Sociology; Mathematics education; Library science; Media studies; Psychology; Political science; China; Geography; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002269038,0.0002767478,0.0003543877,0.001496029,0.00868537,0.002793754,0.0007938785,0.0004095181,0.001947951],"category_scores_gemma":[0.003962357,0.0001736862,0.0002751723,0.001664113,0.002715002,0.0006148797,0.003350193,0.0007672525,0.0002411921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0128107,"about_ca_system_score_gemma":0.01784637,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4472498,"about_ca_topic_score_gemma":0.7145015,"domain_scores_codex":[0.9982425,0.0003857833,0.00007416913,0.0001470553,0.000374615,0.0007759664],"domain_scores_gemma":[0.9951652,0.0003641716,0.0006355964,0.0001588774,0.001360379,0.00231567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000924363,0.0001620172,0.3520536,0.00006680051,0.00002131122,0.001038737,0.6095543,0.00007274482,0.002196078,0.0009095306,0.001954283,0.03187811],"study_design_scores_gemma":[0.000005934379,0.000106449,0.4574984,0.00004064232,0.000007821788,0.0002504984,0.5333517,0.00009581276,0.0004442819,0.000130116,0.008035976,0.00003252747],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980034,0.0001212551,0.00001724001,0.000241306,0.000007479872,0.000009440712,0.00002068259,0.00000152104,0.001577604],"genre_scores_gemma":[0.9981389,0.0001078211,0.00004379349,0.0001251345,0.000003047446,0.000008886528,0.00002618258,0.000001191363,0.00154491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5527502,"threshold_uncertainty_score":0.8892931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02041352911646091,"score_gpt":0.3077246838153041,"score_spread":0.2873111546988432,"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."}}