{"id":"W3158262063","doi":"","title":"The Knowledge Building Network Pilot Project: An Exploration of Emergent Designs to Enhance Collective Teacher Efficacy.","year":2019,"lang":"en","type":"article","venue":"Computer Supported Collaborative Learning","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Knowledge management; Knowledge building; Human–computer interaction; Systems engineering; Engineering management; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004284466,0.0003827059,0.0005302119,0.0002824019,0.0008310364,0.0001293713,0.0004965514,0.0001391635,0.0002803654],"category_scores_gemma":[0.0003745074,0.0003190581,0.00007296978,0.003562766,0.0001135997,0.0003800445,0.0001645275,0.001097668,0.0001721999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001884751,"about_ca_system_score_gemma":0.0004806951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003913481,"about_ca_topic_score_gemma":0.00002210365,"domain_scores_codex":[0.9905459,0.00694097,0.0006995077,0.0008209233,0.0002944921,0.0006982629],"domain_scores_gemma":[0.9964135,0.001141739,0.00059428,0.000579551,0.001158245,0.0001126278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004067483,0.002092157,0.03739776,0.00007225247,0.001598982,0.00002619469,0.4400049,0.12081,0.03285844,0.0302054,0.04225355,0.2886129],"study_design_scores_gemma":[0.005376162,0.03577416,0.1701836,0.0007590482,0.0002373297,0.0000191546,0.03515609,0.05141753,0.007199161,0.001351642,0.6893743,0.003151794],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4253077,0.000183899,0.5634751,0.00017264,0.001761941,0.001507621,0.000002925803,0.000207471,0.007380674],"genre_scores_gemma":[0.9350895,0.000004619662,0.04962524,0.0001024304,0.0007547599,0.0002256924,0.00003393946,0.00008703014,0.01407676],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6471208,"threshold_uncertainty_score":0.9999261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0932661142610453,"score_gpt":0.4237687928976467,"score_spread":0.3305026786366014,"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."}}