{"id":"W2331093306","doi":"10.11575/ajer.v61i3.56104","title":"Teacher Supervision Practices and Principals’ Characteristics","year":2015,"lang":"en","type":"article","venue":"University of Calgary","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Disadvantaged; Psychology; Pedagogy; Political science; Humanities; Sociology; Medical education; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006547535,0.00003725135,0.00008018011,0.00003640346,0.000284163,0.00001322785,0.00009953425,0.00005387886,0.00007654484],"category_scores_gemma":[0.0005832146,0.00003999928,0.00001317549,0.00008918732,0.0001682114,0.0002447169,0.0001155967,0.00008155189,0.000007844711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007382726,"about_ca_system_score_gemma":0.0001744885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006218015,"about_ca_topic_score_gemma":0.001238615,"domain_scores_codex":[0.9993796,0.0002179414,0.00004543529,0.00009047271,0.0001893178,0.00007726654],"domain_scores_gemma":[0.9995133,0.00006626831,0.0001134872,0.00006628395,0.0001339562,0.0001067131],"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":[0.0004984271,0.0004293824,0.3942632,0.00004449391,0.00004794062,0.00006779641,0.400212,0.000001022059,0.001434124,0.04342879,0.01246765,0.1471051],"study_design_scores_gemma":[0.0004218455,0.0001012823,0.06150833,0.00002711586,0.0000242594,6.938434e-7,0.04484928,0.0003902224,0.00001797554,0.0002597465,0.8922908,0.0001084156],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9044198,0.00009042087,0.0002104389,0.001006721,0.00006341814,0.00006306724,0.000001557531,0.00002713992,0.09411744],"genre_scores_gemma":[0.9933568,0.0001650836,0.001002852,0.00003273033,0.00004875141,2.268889e-8,0.000003643347,0.000002245198,0.00538787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8798231,"threshold_uncertainty_score":0.939982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04505673129316184,"score_gpt":0.2990346307430145,"score_spread":0.2539778994498527,"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."}}