{"id":"W2954883568","doi":"10.1080/17425964.2019.1628560","title":"The Power of Collaboration","year":2019,"lang":"en","type":"article","venue":"Studying Teacher Education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Brock University","funders":"","keywords":"Pedagogy; Power (physics); Sociology; Power structure; Teacher education; Mathematics education; Psychology; Ethnography","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":[0.001072313,0.00006044379,0.00007833208,0.00004447801,0.0003806377,0.000064655,0.0001786762,0.00004138502,0.0002277731],"category_scores_gemma":[0.0003780352,0.00004767783,0.00003017869,0.0003606063,0.0001393331,0.000137377,0.00001457569,0.00009865864,0.0001022646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001306788,"about_ca_system_score_gemma":0.0007806578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004823497,"about_ca_topic_score_gemma":0.0004600824,"domain_scores_codex":[0.9989915,0.0003004502,0.000162174,0.0001248774,0.0002679937,0.0001529562],"domain_scores_gemma":[0.9992388,0.0001464225,0.0001269616,0.0002056198,0.000247119,0.00003511569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000007140566,0.0002814112,0.2355219,0.000006087365,0.00002016404,6.266134e-9,0.7076101,8.172988e-7,0.0000971439,0.03001603,0.01351974,0.01291948],"study_design_scores_gemma":[0.00006179969,0.00001649774,0.1005477,0.000008556171,0.000007052148,3.495997e-8,0.7401615,6.039587e-7,0.00002260986,0.0005111725,0.158609,0.00005342314],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8731879,0.001008804,0.00001074213,0.04848877,0.002506527,0.0005054019,3.680443e-7,0.00004965459,0.07424185],"genre_scores_gemma":[0.9817597,0.00004145548,0.00008857142,0.0001190992,0.0001799386,0.00004272644,0.000001750311,0.000006884198,0.01775984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1450893,"threshold_uncertainty_score":0.2927596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06931825797608789,"score_gpt":0.3983825034539922,"score_spread":0.3290642454779043,"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."}}