{"id":"W1908854355","doi":"10.3968/7488","title":"A Study of Learning Pressure, Learning Attitudes, and Achievement among Macau Undergraduates","year":2015,"lang":"en","type":"article","venue":"Canadian social science","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Mathematics education; Correlation; Positive correlation; Academic achievement; Negative correlation; Mathematics; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002502206,0.0001026619,0.0001718039,0.0002174062,0.002035154,0.0001841965,0.000350388,0.00006798642,0.00001978841],"category_scores_gemma":[0.0007971635,0.0001085719,0.00002372041,0.0009716298,0.001092175,0.0004144485,0.00008600031,0.0003463298,0.00000435815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000262626,"about_ca_system_score_gemma":0.002061522,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1377407,"about_ca_topic_score_gemma":0.2763399,"domain_scores_codex":[0.9978199,0.0003477846,0.0001739231,0.0003197709,0.0007529731,0.0005856713],"domain_scores_gemma":[0.9988579,0.00006426877,0.0001286186,0.00007140217,0.000209699,0.0006681471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000002667644,0.00004407194,0.9518233,0.000005415463,0.0000141227,0.000007845574,0.03496302,0.0000981266,0.00002500045,0.005763564,0.00009654326,0.007156359],"study_design_scores_gemma":[0.0008230562,0.0005312298,0.2170831,0.0000386788,0.00006547363,9.14703e-7,0.5711669,0.0002866375,0.00002176513,0.0004408313,0.2090861,0.0004552884],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9401659,0.0001103802,0.000007417823,0.0006552183,0.0001186014,0.0002508014,0.000001226983,0.00004437818,0.05864606],"genre_scores_gemma":[0.9979513,0.00001303613,0.00009960829,0.00002522747,0.0001629527,0.000006960041,0.000001204636,0.000008554212,0.00173112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7347402,"threshold_uncertainty_score":0.9992641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03575386942618877,"score_gpt":0.3288783354780144,"score_spread":0.2931244660518256,"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."}}