{"id":"W6998671334","doi":"","title":"An Analysis of the Perceptions of Academic Rigor by Prince George’s County Secondary Mathematics Teachers and Secondary Administrators During the Covid-19 Crisis","year":2022,"lang":"en","type":"dissertation","venue":"National University System Repository (National University System)","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rigour; Perception; Sample (material); Qualitative research; Professional development; Multimethodology; Academic year; School teachers","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002837219,0.0003431455,0.0007368207,0.0008905949,0.001716319,0.00003777773,0.001078221,0.0004222695,0.0001444685],"category_scores_gemma":[0.0009429679,0.0003242312,0.0003901773,0.001137065,0.0002979542,0.000274749,0.0001520551,0.000764391,9.740988e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004478836,"about_ca_system_score_gemma":0.004361952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00052938,"about_ca_topic_score_gemma":0.00024534,"domain_scores_codex":[0.9944504,0.002169619,0.0007530032,0.0005833692,0.001828059,0.0002155212],"domain_scores_gemma":[0.9928998,0.003000871,0.001978177,0.0004799145,0.001399597,0.0002416467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008330334,0.0008367791,0.01846206,0.0225233,0.008175069,0.00005508017,0.03904875,0.001652003,0.006160674,0.8518749,0.05036527,0.00001303833],"study_design_scores_gemma":[0.001631122,0.00008572747,0.05166868,0.0004101377,0.005812196,0.0002001993,0.9194328,0.001415398,0.0005497095,0.000754625,0.01715498,0.0008844281],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9540316,0.0001765741,0.001710276,0.0002897131,0.001347034,0.001556694,0.02009255,0.0002067007,0.02058879],"genre_scores_gemma":[0.9785864,0.00002702367,0.001420062,0.00003495721,0.00005541918,0.000005683214,0.001785312,0.00003324918,0.01805184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.880384,"threshold_uncertainty_score":0.999921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03261151588540352,"score_gpt":0.3279845131701717,"score_spread":0.2953729972847682,"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."}}