{"id":"W1572464124","doi":"","title":"Investigating Deep and Surface Learning in Online Collaboration","year":2008,"lang":"en","type":"article","venue":"University of Southern Queensland ePrints (University of Southern Queensland)","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"University of Southern Queensland","keywords":"Inclusion (mineral); Online discussion; Videoconferencing; Sociology; Focus group; Pedagogy; Diversity (politics); Service (business); Online learning; Psychology; Computer science; World Wide Web; Multimedia; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005952335,0.0001751377,0.0004018839,0.0002224274,0.0007982334,0.00001196584,0.0003116864,0.0002384993,0.0002562796],"category_scores_gemma":[0.00012391,0.0002288726,0.0000917012,0.0005388799,0.0009274475,0.0002266232,0.0001484625,0.0003394649,0.00008961975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008445918,"about_ca_system_score_gemma":0.0003749796,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03003534,"about_ca_topic_score_gemma":0.04741192,"domain_scores_codex":[0.9982888,0.000438192,0.0001896008,0.000370261,0.0003797675,0.0003334494],"domain_scores_gemma":[0.998874,0.0001601658,0.0003665716,0.0001716304,0.0002521915,0.0001754344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009253586,0.00008734565,0.7799671,0.00003800958,0.00004374356,0.0000529951,0.2151664,0.001418886,0.0002086997,0.0001407613,0.00002079543,0.002762644],"study_design_scores_gemma":[0.002043282,0.00007604418,0.04935862,0.0001622926,0.00005639791,0.000004371384,0.9375705,0.002333086,0.00001142682,0.0003838174,0.007648132,0.0003519887],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960275,0.00008491282,0.0005735853,0.001149566,0.00002551877,0.0001831355,0.0001210631,0.00007989883,0.001754847],"genre_scores_gemma":[0.9900336,0.0003682124,0.006032305,0.00001067068,0.00003589852,1.238676e-8,0.00003706247,0.00001532178,0.003466877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7306085,"threshold_uncertainty_score":0.9764237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01600197954776644,"score_gpt":0.2241450621265694,"score_spread":0.208143082578803,"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."}}