{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01553851,0.0007253419,0.0008411626,0.003940201,0.008299844,0.01886239,0.002225824,0.002792083,0.01137553],"category_scores_gemma":[0.02975894,0.0005334907,0.0007849954,0.00275506,0.04310815,0.02236612,0.02370187,0.004740311,0.002646928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003207332,"about_ca_system_score_gemma":0.005712699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00174963,"about_ca_topic_score_gemma":0.001223744,"domain_scores_codex":[0.9752002,0.01376192,0.0007440084,0.003161057,0.005299988,0.00183276],"domain_scores_gemma":[0.9580514,0.02418013,0.003813976,0.006335926,0.003149096,0.00446943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004368755,0.00001770459,0.001395566,0.0002760698,0.00005010574,0.0001740033,0.03148556,0.0003226046,0.0003453266,0.9226165,0.007416288,0.03585665],"study_design_scores_gemma":[0.00005913266,0.00007363033,0.001098594,0.0005420947,0.00003113948,0.0005093251,0.0116771,0.0005248798,0.0004068032,0.7319753,0.2530611,0.00004093384],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04935367,0.01404521,0.07416894,0.04593137,0.002488814,0.0001490417,0.0001869613,0.0003681054,0.8133079],"genre_scores_gemma":[0.9616166,0.005277207,0.007854464,0.002627849,0.00162467,0.0002435282,0.00009547338,0.0001783494,0.02048167],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01886239,"threshold_uncertainty_score":0.08217651,"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."}}