{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003351126,0.0002863786,0.0003370185,0.001381393,0.001940258,0.005987483,0.0009005376,0.001132329,0.004176124],"category_scores_gemma":[0.01292859,0.0002458753,0.0002556905,0.001315217,0.005914031,0.006476023,0.00829092,0.001438768,0.0004519654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001734362,"about_ca_system_score_gemma":0.001347834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001212046,"about_ca_topic_score_gemma":0.001386861,"domain_scores_codex":[0.9966394,0.001732208,0.0001148954,0.0004049166,0.000732634,0.0003758659],"domain_scores_gemma":[0.9858063,0.01057457,0.001167374,0.0008872572,0.0009767348,0.000587856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004068687,0.0008422796,0.09124724,0.001271736,0.00007036114,0.001121469,0.5817201,0.004911133,0.02611032,0.09216998,0.0009519929,0.1991765],"study_design_scores_gemma":[0.0001060498,0.00114432,0.1241949,0.0009558545,0.00008441119,0.00194479,0.5509888,0.05205334,0.02507636,0.1993869,0.04394188,0.0001223909],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9396362,0.00022949,0.03504467,0.0003494314,0.00001501914,0.0001496424,0.00004912973,0.0000730273,0.02445342],"genre_scores_gemma":[0.9945624,0.00004955,0.004115271,0.00002750135,0.000004291842,0.00004841256,0.00002041576,0.00001035468,0.001161732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005987483,"threshold_uncertainty_score":0.01772267,"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."}}