{"id":"W2289458102","doi":"","title":"Collaborative learning in an online masters program","year":2002,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; World Wide Web; Medical education; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000438819,0.0002171651,0.0002876266,0.001260959,0.0001320202,0.00003482713,0.0002398335,0.0002188802,0.002690515],"category_scores_gemma":[0.0007685713,0.0002097421,0.00001602624,0.001741511,0.0004769756,0.00008521663,0.00003549558,0.001465077,0.0001168137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005431827,"about_ca_system_score_gemma":0.0001062028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001715857,"about_ca_topic_score_gemma":0.0002765901,"domain_scores_codex":[0.9980603,0.0005508622,0.0003015782,0.0005176787,0.0001688024,0.0004007914],"domain_scores_gemma":[0.9986373,0.000631805,0.0001508443,0.0002502118,0.0002283457,0.0001015612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00003847848,0.001587272,0.168667,0.00000893344,0.00003166669,0.00001887963,0.01348699,0.000002926133,0.0002793805,0.533152,0.001379348,0.2813471],"study_design_scores_gemma":[0.002356015,0.001979636,0.6353952,0.0002519582,0.00003038292,0.0000469179,0.007240091,0.001359922,0.0001250076,0.333331,0.01692616,0.0009577027],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6202609,0.0005210405,0.00006378837,0.3572518,0.002171695,0.0005093263,0.0000140354,0.0004601633,0.01874723],"genre_scores_gemma":[0.9865203,0.0000325881,0.007090913,0.0002867708,0.0003447907,0.0003243356,0.00009181276,0.00002299864,0.005285458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4667282,"threshold_uncertainty_score":0.9982212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0945414641831794,"score_gpt":0.389080641753798,"score_spread":0.2945391775706186,"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."}}