{"id":"W2434602073","doi":"","title":"Computer support for collaboration in medical education.","year":2000,"lang":"en","type":"article","venue":"PubMed","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Pairing; Collaborative learning; Computer science; Knowledge management; Computer-supported collaborative learning; Medical education; Engineering management; Medicine; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0004907955,0.0000569935,0.00008334269,0.00006599457,0.00004481314,0.0001002276,0.0002762238,0.00004620325,0.00007073092],"category_scores_gemma":[0.00005152086,0.00005396879,0.00002357321,0.0002195632,0.0000083875,0.0002386306,0.00001988976,0.00006158468,0.00003720368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005771244,"about_ca_system_score_gemma":0.0002113185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002162559,"about_ca_topic_score_gemma":0.00001402474,"domain_scores_codex":[0.9991835,0.00003707482,0.0001823343,0.0001952723,0.0001938201,0.0002080471],"domain_scores_gemma":[0.9996362,0.00004387281,0.00003121265,0.0001378048,0.0000660989,0.00008479162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003410955,0.00005708796,0.001071636,0.000007705943,0.000002926256,0.000002088982,0.0002782489,0.0001801245,4.768132e-7,0.09331316,0.003926876,0.9011562],"study_design_scores_gemma":[0.0002448109,0.00002394535,0.03728911,0.00001564067,9.8177e-7,0.000009709282,0.00001722534,0.01653864,0.00007004452,0.0004920082,0.9451829,0.0001150047],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04587152,0.0001540401,0.9139247,0.00931462,0.004156616,0.002410415,0.000002498331,0.0002721405,0.02389348],"genre_scores_gemma":[0.9028087,0.00001532698,0.02794889,0.002996226,0.001351289,0.003435676,0.00001383378,0.00001687143,0.06141317],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.941256,"threshold_uncertainty_score":0.2200783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01562095431020864,"score_gpt":0.2640012974783182,"score_spread":0.2483803431681095,"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."}}