{"id":"W2402744390","doi":"","title":"Analyzing equality of participation in collaborative inquiry: toward a knowledge community","year":2010,"lang":"en","type":"article","venue":"International Conference of Learning Sciences","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Curriculum; Unit (ring theory); Class (philosophy); Mathematics education; Science class; Collaborative design; Collaborative learning; Computer science; Pedagogy; Science education; Psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008609882,0.00009320041,0.0002207448,0.0003853489,0.0001497769,0.00003625642,0.0005323169,0.00007804503,0.0006096845],"category_scores_gemma":[0.003335495,0.00008583377,0.00003509103,0.0008199047,0.0008955859,0.0001808409,0.00008359885,0.001054223,0.000009781461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002110781,"about_ca_system_score_gemma":0.0001802381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000933049,"about_ca_topic_score_gemma":0.0002558683,"domain_scores_codex":[0.9963539,0.002608919,0.0004465308,0.0001894337,0.0002367364,0.0001644332],"domain_scores_gemma":[0.997709,0.000935013,0.0004752585,0.0001342216,0.0007204221,0.00002612558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005504561,0.0002891592,0.5974525,0.00001373056,0.00003198773,5.037077e-7,0.1393401,0.0003243403,0.0365691,0.2084415,0.00001320909,0.01746875],"study_design_scores_gemma":[0.000498041,0.0004302137,0.944566,0.0001280299,0.000008626705,0.000001625946,0.04187706,0.003814535,0.004112507,0.003507957,0.0008796836,0.0001757304],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9321795,0.00001633429,0.006042344,0.0002214047,0.0007688916,0.00005987368,0.000003148288,0.00002023318,0.06068828],"genre_scores_gemma":[0.9963194,0.000001459446,0.003378768,0.000008051315,0.00004405778,0.00001058148,0.000006285534,0.000004094901,0.0002272645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3471135,"threshold_uncertainty_score":0.6675618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2854291097522121,"score_gpt":0.5306386319306063,"score_spread":0.2452095221783942,"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."}}