{"id":"W4391795521","doi":"10.55016/ojs/ajer.v61i3.56104","title":"Teacher Supervision Practices and Principals’ Characteristics","year":2016,"lang":"en","type":"article","venue":"Alberta Journal of Educational Research","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Psychology; Mathematics education; Pedagogy; Educational research","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004284129,0.00005285444,0.0001035263,0.0001831273,0.0006961696,0.0001087066,0.0002467689,0.00005599898,0.006373412],"category_scores_gemma":[0.08651824,0.00003273985,0.00002637305,0.0002516583,0.0002870725,0.0006018594,0.00008815639,0.0002544138,0.00009312563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002584281,"about_ca_system_score_gemma":0.001530773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002291166,"about_ca_topic_score_gemma":0.002868479,"domain_scores_codex":[0.9977283,0.0009505898,0.0002401146,0.000112833,0.0007503559,0.0002178258],"domain_scores_gemma":[0.9781442,0.02018396,0.0002946074,0.00009266657,0.00108102,0.0002035125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002282926,0.0006238029,0.7623428,0.00001944723,0.00005324485,0.000001339784,0.03278393,8.06758e-8,0.009355176,0.1210947,0.03375082,0.03974643],"study_design_scores_gemma":[0.0002634503,0.0001891986,0.2250865,0.000181194,0.00001008931,0.00001221072,0.004119731,0.000003015057,0.00007764278,0.002126377,0.7678441,0.00008648218],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8413056,0.0002884931,0.000002568866,0.1084379,0.0001935679,0.00006601134,0.000001087902,4.193982e-7,0.04970436],"genre_scores_gemma":[0.9369271,0.001192077,0.0001082827,0.00005110479,0.001056196,0.000002562047,6.602801e-7,0.000005773881,0.06065626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7340933,"threshold_uncertainty_score":0.9945349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1367983376525887,"score_gpt":0.4879694306801802,"score_spread":0.3511710930275915,"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."}}