{"id":"W2285598220","doi":"","title":"A principle-based approach to knowledge building: processes, challenges, and implications","year":2011,"lang":"en","type":"article","venue":"Computer Supported Collaborative Learning","topic":"Educational Tools and Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Knowledge management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.06031261,0.001018364,0.002090411,0.005222105,0.00781475,0.01767344,0.005322404,0.005349608,0.006137984],"category_scores_gemma":[0.0416143,0.001277677,0.002174723,0.005785908,0.04501916,0.01758656,0.008491937,0.00797205,0.001381127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008892637,"about_ca_system_score_gemma":0.01648332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00334774,"about_ca_topic_score_gemma":0.005092565,"domain_scores_codex":[0.9498538,0.03705739,0.001692717,0.002902019,0.007696828,0.0007973128],"domain_scores_gemma":[0.9369946,0.0480608,0.001738059,0.006803135,0.004997415,0.001406078],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001570236,0.00008355285,0.0005492397,0.0002821176,0.00004044438,0.00004881227,0.005688894,0.0009812935,0.0001504582,0.9704835,0.001610727,0.02006529],"study_design_scores_gemma":[0.00003145755,0.00003307666,0.0002735464,0.000192497,0.00001776574,0.00009387719,0.002283298,0.003711143,0.0002492167,0.9807278,0.0123678,0.00001856877],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009296886,0.0009607733,0.8901321,0.03048461,0.0003547983,0.001132083,0.0001362179,0.0001731768,0.06732924],"genre_scores_gemma":[0.2677561,0.0009080832,0.7221006,0.001385719,0.0001484953,0.002416142,0.0001523909,0.00009963931,0.005032857],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9396874,"threshold_uncertainty_score":0.3189674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1336929087665363,"score_gpt":0.3919629001600746,"score_spread":0.2582699913935382,"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."}}