{"id":"W7047120624","doi":"","title":"Emotional experiences and their relationship to epistemic change: a multiple case study of Chinese graduate students in a Canadian university.","year":2014,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Graduate students; Coding (social sciences); Workload; Relation (database); Perception; Affect (linguistics)","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":[0.00317368,0.000956952,0.0007230937,0.002062647,0.02204896,0.003204972,0.002185142,0.002487364,0.001574728],"category_scores_gemma":[0.005576781,0.0005057607,0.0009333596,0.002384973,0.006751296,0.001589756,0.004944076,0.002861511,0.0001593383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0236594,"about_ca_system_score_gemma":0.01822408,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4008101,"about_ca_topic_score_gemma":0.6879747,"domain_scores_codex":[0.9966657,0.001128749,0.00011298,0.000248924,0.0006388332,0.001204795],"domain_scores_gemma":[0.9969982,0.0007956406,0.0004468465,0.00009901038,0.0003569647,0.001303351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004359354,0.000191859,0.03173513,0.00009113095,0.00001783137,0.01778994,0.9381294,0.00008987936,0.0007764089,0.001162457,0.0009611826,0.00901117],"study_design_scores_gemma":[0.000007043159,0.0001129384,0.02049572,0.00007640375,0.00001881108,0.004149757,0.9672748,0.0001602782,0.0002955246,0.0001629586,0.007198239,0.00004755781],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996532,0.0003106185,0.0001925384,0.000974212,0.00001847517,0.00006207223,0.00001817244,0.000003607191,0.001888223],"genre_scores_gemma":[0.996606,0.0005659439,0.0005196312,0.0002668821,0.00001271652,0.00005402611,0.00002082837,0.000005103957,0.001948891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5991899,"threshold_uncertainty_score":0.7969543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03276892916081182,"score_gpt":0.2869687574204504,"score_spread":0.2541998282596386,"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."}}