{"id":"W1998402773","doi":"10.1016/j.chb.2007.05.012","title":"Measurement and assessment in computer-supported collaborative learning","year":2007,"lang":"en","type":"article","venue":"Computers in Human Behavior","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":163,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria; Simon Fraser University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Computer-supported collaborative learning; Collaborative learning; Computer science; Negotiation; Knowledge management; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0331467,0.000397337,0.0005018634,0.002392978,0.0009902031,0.002520354,0.001396009,0.001518321,0.0005691259],"category_scores_gemma":[0.191036,0.0003663015,0.0003840635,0.001616398,0.001412617,0.002085764,0.002093503,0.001178113,0.0004125473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001558697,"about_ca_system_score_gemma":0.002108415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003392862,"about_ca_topic_score_gemma":0.003054281,"domain_scores_codex":[0.9415801,0.03268338,0.004103356,0.001738399,0.01924631,0.0006483959],"domain_scores_gemma":[0.8167967,0.1310092,0.009596857,0.009933339,0.03042133,0.002242631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007009043,0.001962017,0.4267865,0.0004717337,0.0001911629,0.00009468338,0.005437894,0.004059203,0.005598104,0.007054353,0.002303254,0.5453402],"study_design_scores_gemma":[0.0002791455,0.005528522,0.8118311,0.0008682908,0.0003765956,0.001643129,0.005486081,0.09529778,0.04054979,0.02296326,0.01492037,0.0002559933],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7958607,0.002804138,0.1757357,0.000894326,0.0003188936,0.001875113,0.0002322566,0.0004660452,0.02181297],"genre_scores_gemma":[0.9644029,0.0003161705,0.03294336,0.00008823883,0.00004261652,0.0007715431,0.00008804374,0.00002803068,0.001319027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0331467,"threshold_uncertainty_score":0.1752986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08384957202994522,"score_gpt":0.4325061602804127,"score_spread":0.3486565882504675,"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."}}